{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3 Wedge-契形\n",
    "\n",
    "```python\n",
    "class matplotlib.patches.Wedge(\n",
    "    center,      # wedge的中心坐标\n",
    "    r,           # wedge的半径\n",
    "    theta1,      # 起始角度\n",
    "    theta2,      # 终止角度\n",
    "    width=None, **kwargs) # 内半径(r-width)\n",
    "```\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:31:57.330710Z",
     "iopub.status.busy": "2021-11-21T15:31:57.329987Z",
     "iopub.status.idle": "2021-11-21T15:31:57.532215Z",
     "shell.execute_reply": "2021-11-21T15:31:57.531428Z",
     "shell.execute_reply.started": "2021-11-21T15:31:57.330661Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "fig = plt.figure(figsize=(8, 4))\n",
    "ax1 = plt.subplot(121)\n",
    "wedge1 = mpatches.Wedge(center=(0.5, 0.5), r=0.34, theta1=45, theta2=90, facecolor='lightskyblue', edgecolor='steelblue')\n",
    "ax1.add_patch(wedge1)\n",
    "wedge2 = mpatches.Wedge(center=(0.5, 0.5), r=0.34, theta1=121, theta2=270, facecolor='steelblue', edgecolor='k')\n",
    "ax1.add_patch(wedge2)\n",
    "\n",
    "ax2 = plt.subplot(122)\n",
    "wedge3 = mpatches.Wedge(center=(0.5, 0.5), r=0.34, theta1=0, theta2=180, width=0.2)\n",
    "wedge3.set_facecolor(plt.cm.Greens(0.3))\n",
    "wedge3.set_edgecolor(plt.cm.Greens(1.0))\n",
    "ax2.add_patch(wedge3)\n",
    "wedge4 = mpatches.Wedge(center=(0.5, 0.5), r=0.34, theta1=180, theta2=360, width=0.1, facecolor='steelblue', edgecolor='k')\n",
    "ax2.add_patch(wedge4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-20T10:39:56.676363Z",
     "iopub.status.busy": "2021-11-20T10:39:56.675781Z",
     "iopub.status.idle": "2021-11-20T10:39:56.681880Z",
     "shell.execute_reply": "2021-11-20T10:39:56.681064Z",
     "shell.execute_reply.started": "2021-11-20T10:39:56.676317Z"
    }
   },
   "source": [
    "我们经常绘制的饼图(`Axes.pie()`)的底层api就是调用的 `patches.Wedge`\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:31:51.616335Z",
     "iopub.status.busy": "2021-11-21T15:31:51.615308Z",
     "iopub.status.idle": "2021-11-21T15:31:52.004632Z",
     "shell.execute_reply": "2021-11-21T15:31:52.003880Z",
     "shell.execute_reply.started": "2021-11-21T15:31:51.616298Z"
    }
   },
   "outputs": [
    {
     "data": {
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id=\"text_25\">\n    <!-- Meandrusa_payeni -->\n    <g transform=\"translate(388.559292 296.048901)scale(0.1 -0.1)\">\n     <defs>\n      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \nL 1569 4666 \nL 2759 1491 \nL 3956 4666 \nL 4897 4666 \nL 4897 0 \nL 4281 0 \nL 4281 4097 \nL 3078 897 \nL 2444 897 \nL 1241 4097 \nL 1241 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-4d\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"147.802734\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"209.082031\"/>\n     <use xlink:href=\"#DejaVuSans-64\" x=\"272.460938\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"335.9375\"/>\n     <use xlink:href=\"#DejaVuSans-75\" x=\"377.050781\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"440.429688\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"492.529297\"/>\n     <use xlink:href=\"#DejaVuSans-5f\" x=\"553.808594\"/>\n     <use xlink:href=\"#DejaVuSans-70\" x=\"603.808594\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"667.285156\"/>\n     <use xlink:href=\"#DejaVuSans-79\" x=\"728.564453\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"787.744141\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"849.267578\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"912.646484\"/>\n    </g>\n   </g>\n   <g id=\"text_26\">\n    <!-- 2.6% -->\n    <g transform=\"translate(319.587209 248.431364)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-32\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_27\">\n    <!-- Meandrusa_sciron -->\n    <g transform=\"translate(406.553787 276.903955)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-4d\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"147.802734\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"209.082031\"/>\n     <use xlink:href=\"#DejaVuSans-64\" x=\"272.460938\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"335.9375\"/>\n     <use xlink:href=\"#DejaVuSans-75\" x=\"377.050781\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"440.429688\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"492.529297\"/>\n     <use xlink:href=\"#DejaVuSans-5f\" x=\"553.808594\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"603.808594\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"655.908203\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"710.888672\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"738.671875\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"777.535156\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"838.716797\"/>\n    </g>\n   </g>\n   <g id=\"text_28\">\n    <!-- 2.4% -->\n    <g transform=\"translate(330.758528 238.751238)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-32\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_29\">\n    <!-- Pachliopta_aristolochiae -->\n    <g transform=\"translate(425.782387 225.314562)scale(0.1 -0.1)\">\n     <defs>\n      <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \nL 1259 2394 \nL 2053 2394 \nQ 2494 2394 2734 2622 \nQ 2975 2850 2975 3272 \nQ 2975 3691 2734 3919 \nQ 2494 4147 2053 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2053 4666 \nQ 2838 4666 3239 4311 \nQ 3641 3956 3641 3272 \nQ 3641 2581 3239 2228 \nQ 2838 1875 2053 1875 \nL 1259 1875 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-50\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"55.802734\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"117.082031\"/>\n     <use xlink:href=\"#DejaVuSans-68\" x=\"172.0625\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"235.441406\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"263.224609\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"291.007812\"/>\n     <use xlink:href=\"#DejaVuSans-70\" x=\"352.189453\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"415.666016\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"454.875\"/>\n     <use xlink:href=\"#DejaVuSans-5f\" x=\"516.154297\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"566.154297\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"627.433594\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"668.546875\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"696.330078\"/>\n     <use xlink:href=\"#DejaVuSans-74\" x=\"748.429688\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"787.638672\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"848.820312\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"876.603516\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"937.785156\"/>\n     <use xlink:href=\"#DejaVuSans-68\" x=\"992.765625\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"1056.144531\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"1083.927734\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"1145.207031\"/>\n    </g>\n   </g>\n   <g id=\"text_30\">\n    <!-- 8.2% -->\n    <g transform=\"translate(340.930793 209.914575)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-38\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_31\">\n    <!-- Papilio_alcmenor -->\n    <g transform=\"translate(425.615504 163.643226)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-50\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"55.802734\"/>\n     <use xlink:href=\"#DejaVuSans-70\" x=\"117.082031\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"180.558594\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"208.341797\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"236.125\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"263.908203\"/>\n     <use xlink:href=\"#DejaVuSans-5f\" x=\"325.089844\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"375.089844\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"436.369141\"/>\n     <use xlink:href=\"#DejaVuSans-63\" x=\"464.152344\"/>\n     <use xlink:href=\"#DejaVuSans-6d\" x=\"519.132812\"/>\n     <use xlink:href=\"#DejaVuSans-65\" x=\"616.544922\"/>\n     <use xlink:href=\"#DejaVuSans-6e\" x=\"678.068359\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"741.447266\"/>\n     <use xlink:href=\"#DejaVuSans-72\" x=\"802.628906\"/>\n    </g>\n   </g>\n   <g id=\"text_32\">\n    <!-- 3.8% -->\n    <g transform=\"translate(340.111811 175.904163)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-33\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-38\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n 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xlink:href=\"#DejaVuSans-75\" x=\"673.914062\"/>\n     <use xlink:href=\"#DejaVuSans-73\" x=\"737.292969\"/>\n    </g>\n   </g>\n   <g id=\"text_34\">\n    <!-- 4.4% -->\n    <g transform=\"translate(335.053292 152.921342)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-34\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_35\">\n    <!-- Papilio_bianor -->\n    <g transform=\"translate(391.124066 79.834293)scale(0.1 -0.1)\">\n     <defs>\n      <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\nM 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 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</g>\n   <g id=\"text_36\">\n    <!-- 4.9% -->\n    <g transform=\"translate(322.800288 128.483481)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-34\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-39\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_37\">\n    <!-- Papilio_dialis -->\n    <g transform=\"translate(352.951334 44.308385)scale(0.1 -0.1)\">\n     <use xlink:href=\"#DejaVuSans-50\"/>\n     <use xlink:href=\"#DejaVuSans-61\" x=\"55.802734\"/>\n     <use xlink:href=\"#DejaVuSans-70\" x=\"117.082031\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"180.558594\"/>\n     <use xlink:href=\"#DejaVuSans-6c\" x=\"208.341797\"/>\n     <use xlink:href=\"#DejaVuSans-69\" x=\"236.125\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"263.908203\"/>\n     <use xlink:href=\"#DejaVuSans-5f\" x=\"325.089844\"/>\n     <use xlink:href=\"#DejaVuSans-64\" x=\"375.089844\"/>\n 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xlink:href=\"#DejaVuSans-36\"/>\n     <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n     <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n     <use xlink:href=\"#DejaVuSans-25\" x=\"159.033203\"/>\n    </g>\n   </g>\n   <g id=\"text_41\">\n    <!-- Food categories distribution -->\n    <g transform=\"translate(177.847189 16.318125)scale(0.12 -0.12)\">\n     <defs>\n      <path id=\"DejaVuSans-46\" d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-46\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"53.894531\"/>\n     <use xlink:href=\"#DejaVuSans-6f\" x=\"115.076172\"/>\n     <use xlink:href=\"#DejaVuSans-64\" x=\"176.257812\"/>\n     <use xlink:href=\"#DejaVuSans-20\" x=\"239.734375\"/>\n     <use 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      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "path = Path(\"data\")\n",
    "data = pd.DataFrame(columns=[\"categories\", \"count\"])\n",
    "with open(path.joinpath(\"Butterfly20_dict.json\"), 'r') as fopen:\n",
    "    for _, v in json.load(fopen).items():\n",
    "        data = data.append({\"categories\": v, \"count\": 0}, ignore_index=True)\n",
    "\n",
    "summary = 0\n",
    "for k in data.loc[:, \"categories\"]:\n",
    "    count = 0\n",
    "    for _ in path.joinpath(\"Butterfly20\").joinpath(k).glob(\"*.jpg\"):\n",
    "        count += 1\n",
    "    \n",
    "    data.loc[data.loc[:, \"categories\"] == k, \"count\"] = count\n",
    "    summary += count\n",
    "\n",
    "np.random.seed(1245)\n",
    "cmap = mpl.colormaps['tab20c']\n",
    "labels = [i[4:] for i in data.iloc[:, 0].to_numpy().astype(str)]\n",
    "sizes = data.iloc[:, 1].to_numpy().astype(float)\n",
    "explode = np.random.uniform(0.0, 0.06, size=(len(data)))\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "colors = cmap(np.random.uniform(0.0, 0.8, size=(len(data),)))\n",
    "ax.pie(sizes, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%', shadow=True, startangle=90, ) \n",
    "ax.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
    "ax.set_title(\"Food categories distribution\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:31:29.642219Z",
     "iopub.status.busy": "2021-11-21T15:31:29.641800Z",
     "iopub.status.idle": "2021-11-21T15:31:29.930995Z",
     "shell.execute_reply": "2021-11-21T15:31:29.930387Z",
     "shell.execute_reply.started": "2021-11-21T15:31:29.642172Z"
    }
   },
   "outputs": [],
   "source": [
    "# wedge绘制饼图\n",
    "from pathlib import Path\n",
    "import json\n",
    "import pandas as pd\n",
    "import math\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.collections as mcollections\n",
    "import numpy as np\n",
    "cmap = plt.get_cmap('tab20c')\n",
    "theta1 = 0\n",
    "np.random.seed(3478)\n",
    "sizes = data.iloc[:, 1].to_numpy().astype(float)\n",
    "fig = plt.figure(figsize=(6, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# normalize\n",
    "x = data.iloc[:, 1].values / data.iloc[:, 1].sum()\n",
    "labels = [i[4:] for i in data.iloc[:, 0].to_numpy().astype(str)]\n",
    "colors = cmap(np.random.uniform(0.0, 0.8, size=(len(data),)))\n",
    "explodes = np.random.uniform(0.0, 0.01, size=(len(data)))\n",
    "center, radius = (0.6, 0.6), 0.3\n",
    "theta1 = 0.0\n",
    "for frac, label, color, expl in zip(x, labels, colors, explodes):\n",
    "    x, y = center\n",
    "    theta2 = theta1 + frac\n",
    "    thetam = 2 * np.pi * 0.5 * (theta1 + theta2)\n",
    "    x += expl * math.cos(thetam)\n",
    "    y += expl * math.sin(thetam)\n",
    "    w = mpatches.Wedge((x, y), radius, \n",
    "        360. * min(theta1, theta2), 360. * max(theta1, theta2), \n",
    "        facecolor=color, clip_on=False, label=label)\n",
    "    ax.add_patch(w)\n",
    "    # 圆的参数方程\n",
    "    xt = x + 1.1 * radius * math.cos(thetam)\n",
    "    yt = y + 1.1 * radius * math.sin(thetam)\n",
    "    t = ax.text(xt, yt, label,\n",
    "            clip_on=False,\n",
    "            horizontalalignment='left' if xt > x else 'right',\n",
    "            verticalalignment='center',\n",
    "            rotation='horizontal',\n",
    "            size=plt.rcParams['xtick.labelsize'])\n",
    "    \n",
    "    xf = x + 0.65 * radius * math.cos(thetam)\n",
    "    yf = y + 0.65 * radius * math.sin(thetam)\n",
    "    t = ax.text(xf, yf, \"{:.1f}%\".format(100*frac),\n",
    "            clip_on=False,\n",
    "            horizontalalignment='center',\n",
    "            verticalalignment='center',\n",
    "            rotation='horizontal',\n",
    "            size=plt.rcParams['xtick.labelsize'])\n",
    "\n",
    "    theta1 = theta2\n",
    "\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.spines[\"bottom\"].set_visible(False)\n",
    "ax.spines[\"left\"].set_visible(False)\n",
    "ax.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. collections\n",
    "\n",
    "collections类是用来绘制一组对象的集合，collections有许多不同的子类，如RegularPolyCollection, CircleCollection, Pathcollection, 分别对应不同的集合子类型。其中比较常用的就是散点图，它是属于PathCollection子类，scatter方法提供了该类的封装，根据x与y绘制不同大小或颜色标记的散点图。 它的构造方法：\n",
    "\n",
    "```python\n",
    "Axes.scatter(x, y,     # array, 位置\n",
    "         s=None,       # float or array-like, shape (n, ), 标记大小\n",
    "         c=None,       # array-like or list of colors or color, 标记颜色\n",
    "         # MarkerStyle, default: rcParams[\"scatter.marker\"] (default: 'o'), 标记样式\n",
    "         marker=None,\n",
    "         # str or Colormap, default: rcParams[\"image.cmap\"] (default: 'viridis')\n",
    "         cmap=None,\n",
    "         norm=None,    # 对颜色值归一化\n",
    "         vmin=None, vmax=None,\n",
    "         alpha=None,   # 透明度\n",
    "         # float or array-like, default: rcParams[\"lines.linewidth\"] (default: 1.5), 标记边缘的线宽\n",
    "         linewidths=None,\n",
    "         edgecolors=None, \n",
    "         plotnonfinite=False, \n",
    "         data=None, **kwargs)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:30:32.154771Z",
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     "shell.execute_reply.started": "2021-11-21T15:30:32.154736Z"
    }
   },
   "outputs": [
    {
     "data": {
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5hmLF1GwLKoS5yRzwU4iIiOCN/gNIepBC0xe78EJQOxwd//nYmeSU+xw+8hMHD2+lpncNVqxcTpUqVUzfsALZ2dls2bKFZYvmcTw0nGL21vhXLI5vSXC2tcJaB5m5Bq6n6giPy+TirSS8q1Wia48+DB02XDYXF880uQlXSJqmsW/fPubMnsuvv/1K9ep18CzvRaWKNSlevBQ2Nrbk5mZz794dYm9Ec/PmRWKuRtO5c2fGjg0mMNDyHjU2FU3TuHLlCmFhYURHR5OelkpeXh4Ojk54eHig1+upV68eDg4OqlsVwiwkgI0oPj6e48ePExoayrFjJ0lISCA7Oxt7e3vKe3gQ1CiQwMBAgoKCcHNzU92uEEIxCWAhhFBElqEJIYSFkQAWQghFJICFEEIRCWAhhFBEAlgIIRSRABZCCEUkgIUQQhEJYCGEUEQCWAghFHluArigO5kJIYSpGP+4B4U0TePChQucPHmSk6EnCQ07yYXzF0hLTScnJwdbW1scnRypWcubAH0ggQF/7NlQu3btInvgoxCi6Hom9oJIS0tjzZo1zFswj4S78dQNqINXvRrUqudNDd9qOLs4Y2NrQ25OLump6fx+IYboiItcirjM2ZORFCvmQvCoYPr374+rq6vqX0cI8Yx5JjfjSU5O5qOPP2LFiuXUa1iXLgNepWHzgHydNKFpGuGHT7NlxY+EHgqjT5++fDL1E9zd3U3YuRDiefK4AC6yUxC7du1i8JDB6Jv7sWx3COU8C3ZUuk6nQ9/ED30TPxJu32XV3O+pXac2IYtC6NSpk5G7FkKI/6/IXQGnpKQw/u1xbN+xnYlfvUPD5g+9qRTa6WMRfDbuC1584UXmz1tAiRIljF5DCPH8eCa2o7x79y7NWzTjdnIc3+5bYpLwBWjQqB4r9i4myzaTF5s0Ji4uziR1hBDPtyITwAkJCTRt1pR6TeswZc5EnF3++Uy2wnB0dmTCv9+iRZdmNGnahJs3b5q0nhDi+VMk5oCTk5N5pW0bgtoEMGLyELPV1el0vPFWH3Q6eLn1yxw6eIiSJUuarb4Q4tlWJK6Ax4wdQwXv8gyfNFhJ/f5j+1C/SR2GDB0sD3QIIYzG4gP4559/5td9exk/PVjpwxIj3x9KRORZ1q1bp6wHIcSzxaID+P79+wwdNpT3vpqAk7OT0l7sHeyZPPtdxr41ljt37ijtRQjxbLDoAH7/X+/TuE0Q+iZ+qlsBoLa/D217tGbCu++obkUI8Qyw2AB+8OABq1evYsDb/VW38j/6jenNtm3b5CpYCFFoFhvA3377LQ2bB1KqrGWtOnB1c6Flx+YsWbJEdStCiCLOIgNY0zTmLZhHlwGvqm7lkboO6MSikEXk5eWpbkUIUYRZZACfOnWK7Jws/F6or7qVR6pZz5viJV05ePCg6laEEEWYRQbwiRMnqNuwjkXv0Vu3YW1OnDihug0hRBFmkQF8MvQk3vVqqG7jibzreXEiVAJYCFFwFhnAoWEnqVXPW3UbT+RTvyZhYWGq2xBCFGEWF8CapnE+8gI1alv2FXDF6p7cirtFenq66laEeKy8vDzS0tLIyMjAYDCobkf8jcVtxpOVlQWAg6O94k6ezNraGicnR9LS0nByUvuUnhDwx8VLaGgou3btIjQ0jPDwMG7cuIG9vT0GgwGDwUCtWj7o9XoaNgykc+fOlC9fXnXbzzWLuwLOysrCzt5OdRtPxc7e7j9vGEKokp6ezrJly9DrA+jWrTsxMXE0a9aWb75ZT1TULc6cieXs2RuEh1/hgw++oEoVH3bv3o+vb226devOvn37ZJMpRSzuCtjOzo7cnBzVbTyV3Jxc7OyKxpuFeDb9+uuvDBo0iGrVvBk16l2aNm312DMR7e0dqF/fn/r1/enTZyCpqSls2bKeIUOG4eVVgyVLvqFChQpm/g2ebxZ3Bezg4EBOTi65ObmqW3kiTdNIT8+Q6QehRFpaGiNGjKBfvzeYMuUzQkLW0Lz5y/k6kLZYMRf69RvMtm378fauS4MGfqxYscJ0TYuHWNwVsE6no7pXdWIuXsXLgm/E3Yq9jZubG8WKFVPdinjO3L9/n7Zt21G2bAV+/HE/rq7FCzWera0twcHv8tJL7Xj77WFER0czffp0i16H/6ywuCtgAL1ez/nT0arbeKILEdH46y1jlzbx/EhOTubll1vj69uAmTMXFTp8/5uPTx1Wr/6Rn37azqRJk4w2rng8iwzgoMAgLkZcUt3GE0WfvkigvqHqNsRzRNM0evXqTc2adZg06ROTXKG6u5dkyZJ1bN68hW+++cbo44v/ZZEBHBAQQFT4BdVtPFHUqWgCAwNVtyGeI8uWLeP69Zu8//5nJp0ecHcvyaxZS5g0aTLXrl0zWR1hoQHcqFEjHtxL5lLkZdWtPNKNqze5Eh1Dq1atVLcinhPXr19n4sT3mD59Nra2tiav5+VViwEDhjNokJyDaEoWGcA2NjYMHzacLSt+VN3KI21d+SMD3hyAg4OD6lYKLDc3lx9++IE2bV6hYsXKlClTFm/vmkyY8C5XrlxR3Z74mw8//IgePfpTq1Zts9UcPDiYW7du88svv5it5vNGl593t4CAAC00NNSE7fx/t27dopZvLTadXEMxV8tZaZCZkcXr+l6cOH6S6tWrq26nQHbs2MHgwUMoVcqD9u17UbuOHjs7exITE9j320/s2rWZli1bsGLFclxcXFS3+0h5eXlER0dz9epVMjIy0DQNBwcHypUrR926dbG3t+wnKfPj/v37VK1ajR07jlCyZGmz1t60aQ379+9g+3YJ4cLQ6XRhmqYFPPR1Sw1ggB69elCiiisDLehYonUhG4k6cpGd23eqbqVANmzYwKhRo3lv0tc0aNDokd+TlZXJooWfEht7gQMH9uHq6mrmLh+maRpHjhxh/ZpVnDx6mLPnL1KmmB1VXG1xsNLQAdmajptpecQkplOzaiX0QY3o2LUbHTt2xMbG4lZcPrWvv/6affuOMHPmQrPXzshIp2VLP06ePEm1atXMXv9ZUSQDODY2Fj9/P+Zsmkl1H/X/+Teu3mRYu2COHT2Gt7dl79b2KJGRkTRr1oLpny2jRg3fJ36vpmnMnfMBOl0GW7b8YKYOH5aamsqqVatY8PUXpCcm0N0jB393HXXdrClu9+gbURl5GlFJBk4n5rHtrgNxWdYMDx7L0GHDKVeunJl/g8ILDGxIcPB7NG7cTEn9qVPfo3btGrz33ntK6j8LHhfAFjkH/JdKlSrx2fTPmP7WF8qfjDMYDMwYN5Mpk6cUyfAF+PKrr+jS5Y1/DF/444GYESPf59ChQ0RHq1mTvX79eqpX8mTbF+8xpdwt9rfQGFvLliZlbB4bvgCO1jr0Ja0Z7GXH1hcMLG+QyaW1X+JToxqffTqN3FzLfsryv+Xk5BAVFUn9+v7KevDzC+TkSfNdeD1PLDqAAYYOHYpHaQ9Wzl6ttI/1izdhix3jxo1T2kdBJSUlsWnjJtq16/HUP2NnZ88rr3RnwYIFJuzsYfHx8XTr1IH3Rw9mmV8OS/UGmpW1waqAS6/quFnz77qws7kV20O+oLG+AVFRUUbu2jQiIyOpUKEizs7q7oPUrl1f9r42EYsPYJ1Ox4rlK9nx/W5+XKPmRsCerb/x/cKNrPpuNdbW1kp6KKzdu3dTt14AJdxL5evnXnq5M5s3bzFNU49w9OhR6vl4U+7KAXY2A/+Sxvv3ruhsxfdBBrrZXqFZo0BWFoF9DyIiIvDxqaO0hypVqpGQEE9ycrLSPp5FReLOhKenJ3t276F5i+ZYWVvRoWdbs9Xeu20fs6fMZ8/uPUV21QPAvXv3cHcvk++fK1myLElJ903Q0cP27t1Lr9c6M6uegVYepnlp6nQ6+lezoVGpPPqMDyYlOZngsWNNUssYkpOTKV7cTWkPVlZWuLi4kpKSYhE3ZJ8lRSKAAWrWrMm+3/bxcuuXuXf7Hn2De5n0atRgMLBx6Q+smbee3bt2U7++ZZ7Q/LTs7e3JzcnO98/l5GSbZcvNI0eO0LNrZ77RG2hU2vQvSy9XazY3NvD6h5NwdHJi8JAhJq9ZEHl5eeh06j+oWltbF6m586JC/f9sPtSqVYsjh48QcTCK4C7jif39uknq3Iq9xfge/8fBrUc4dPAQDRo0MEkdc6pZsyYXLpzJ91NNF86fxsvLtDcdb9++TdeO7ZnTwDzh+5eKzlasbaRj8jtvceTIEbPVzQ8HBweL2PQ/KyuzSD94ZKmKVADDHysjDuw7wMC+gxnRcSxrFq4nK9M4L9Cc7Bw2Ld/CkLajea1DN44eOUaNGpa7JWZ+vPDCC9jb23Lm9LF8/dzPP69l1KgRJurqj+Vuwwe+Qe8KubQsZ/4PZNVdrJhe28CAPj3JyMgwe/1/UrlyZa5fj1Haw4MHSWRlZVGqVP7uH4h/VuQCGP6Ykxo7diwnT5zk4vHfeU3fmwWfLCbu2q0CjXfnZjyLZyzj9YA+hO46zaGDh5g4cWKRXrz/dzqdjuDg0WzYsOSpD2e8dCmSixfP0qPH06+cyK/Vq1dzKfwo47zV7T3b3tOW2rYPmDLxXeCPN4UTJ07wwQcf0LZte+rUqUft2nVp06Yt77//PseOHTPb/gh6vZ5z5yKUHqgZGRlBvXr1i+wNaEtWpBOmevXq7PhlB5cuXWLhooUMaTeKmnW8qR3oQ8163tSq703pcg+/ayfGJ3Ih4iIXIi5yPuwCkeFR9OnTl/2/7cfHx0fBb2IegwcPZvXqNSxaNJ0RIyY/8fSEGzeu8vFHo5g/f57JPnomJSXx9phRfKs3YK/4j/sTXwOtv11Ozdp1WbQohISEezRr3p4XGr9K2bJ/HNMTfyeOixcj6NGjN25urnz55Uxat25t0r5Kly6Nq6sLsbExVKmi5iZwZOQZAgL0wB9vTrGxsYSFhREeFkri3XgyM9KxsbHFwckZr5o+BAQEUL9+fTkt5ilY9JNw+ZWRkcGOHTs4ceIEJ8NOEB5+CjQNZ5di2NrZkpOdQ3paOoa8PBr4NSBQH0hgYEPatWv33JxskZiYSPv2HbCycqRHz+HUqaP/n60NU1NT2L37B9atW8Sn06YxbNhQk/Uya9YsDsz/kPl+6nfbyjVodD+cR3SmI2+N+4QXX2z92Dcog8HA0aN7WbRwGh07dmT+/Lkm3aHszTcH4OFRlcGDR5usxpP06tWOV1/tQETYMQ4cOoKdFfhXcsOvjBVlnK2xt7EiT9NIzzYQnZhH+K0som7cp0YVT17v1Y9hw0fg4eGhpHdLUSQfRS4sTdOIj48nLS2NrKws7O3tcXJyomzZss/1cSsZGRmEhIQwb94CrKxs8PH1w9bWjgdJ9zhx4gBt2rRhwoR3CAoKMlkPmqZRs0pFPq+WSJAZb7w9Sq5BY0SoRkIJXyZ/tAgXl6c7ZSI1NYXPP5+AewknNm/eZLIQPn78OD179mLnzuP5OvOtsFJSkpk7Zwab162gejk3hgcWp4NPCcoX/+eNjrJzDZy6mcbKU/dZdyqB1i+/zJi336Vp06Zm6NzyPJcBLJ5M0zT279/P+fPnycjIwN3dnbZt25plv4S9e/cypu9r7GlqUP5m+OX5PH7VavDpzLXY2eVvF7WcnGw+/GAErVq9yGefTTdJf5qmodcHMGrUuzRv/rJJavzd/v17+GByMC94WPNOi3IEVXIp8P/Tg4xcVoUl8NXhezRv3Zav5y6gRIkSRu7YskkAC4sy5M3+VDyzgWHepl9j/CTnH+TR7QgsXLKLUqUL9saTmJjAyBGvsmvXTvz9TbNnw7p16/jww6ls2rQr328S+ZGc/IAZ0yZy4vBulr5eiVZebkYbOzUrj/d23GRbdDohS1fQoUMHo41t6YrkZjzi2RV6/AgBRnzMuKDmXraie5/RBQ5fAHf30vTqPYpPPzXNFTBAjx498PKqzoIFX5msRmxsDK93aop7wgkixvkaNXwBitlbM69zJVa+Vo7gQX2ZMmnic3/ahgSwMLvMzEwuxlzHx03ty+9+tsaeuBzatutZ6LHatOnKnj17uHPnjhE6e5hOp2Px4hA2bFjFqVMnjT7+5csX6dezLf/XuBgLX6uMi4Pp5uVb1nDj2Oha7Ph+GWNGjXiuQ1gCWJjd2bNnqebuhKO12rnf8Ht51KpeE1dXt0KP5ezsQp26epM+Uefh4cGKFcsJDh5AdLTxdnO7cSOWwW92YnrrUox4oazRxn2S0sVs2TOkBsd3bmbSn+uvn0cSwMLsrly5QjUX9S+9s0kGqvnojTZetWq+hIeHG228R2nfvj1z585h0KDunDlT+C0is7OzCR7ekwmN3XgzMP+bNRVGcUcbfh5QnR9WL2PNmjVmrW0p1P8ViH+UmZlJcnIyOTk5qlsxioyMDByt1D3Z9Zf7OVa4lTTeFZ+bmzt37yYabbzH6dmzJ8uWLWXEiH7MmzezUK+LkAUzqeyQxltN1ZwUUqqYLSu7V2L8mFEmm76xZBLAFig1NZWQkBDadXyVcuUr4OLqSjmP8jg5O+Ndy5e+/fuzc+dOpY+nFobBYLCIF56NTivQDnGPk5uTg62tedY0d+zYkdOnT3Hhwml69HiF48cP53suNSrqLGtXLSakq6fSpYANK7kw0L8EI4cMfO7mgy3h70D8KScnh4+nTsWzUiWWrvuBKo3bMn7BOkIOXWL+vigW7Iuiz/sz0Xl4M2r8BKrV8OLHH39U3Xa+OTg4kKmpfxCmejGNG1cijTbe9eu/U6tWTaON9088PT3ZsWM77777Dp98MpFOnZqzevUy7t1LeOLPGQwGLl48z6ih3ZnRzoMKT/Fghal98HJ5ok8fZ+vWrapbMStZB2whLl26xGvdumNXvCS93plKqfIVn/j9mqZx/uRh1nw+heZNm7D0m8U4OjqaqdvC2bt3L+8P6s7mILX7y0Ym5THojDPL1hwp9BWgpmkMH9aBtWu/o2HDhkbqMH/19+3bx/z5C9i7dy+Ojo7Url2fKlWq4+DgiMGQR2pqCtHRkURFncPR0RFnLY1LE+srfxDmLxvP3GX+xWLsP2r8VR6qyTpgC3b+/HmaNG2GX9vujJ657B/DF/5YluTbsAn/+m471+6l0KZtO9LT083QbeH5+fkRGZ+GQfHHTd/iVtjkpnPubOEvKi5cOENeXg4BAQ/9jZmFTqejZcuWbNy4gcTEexw6dJBhwwZSvXoFSpRwoGzZ4tSvX4tPPvmImJgrtGwSxLgmlvVIfuc67ly+FM25c+dUt2I2cgWsWFJSEnXq1afdoHE07vB6gcYwGAwsn/o2HsXs2LDueyN3aBpVy5dlZb1UvFzVPoyx9FIO27TaTP/y+wKHkaZpfPThCLp0acuECROM3KHx3b59Gx+valx5rz7FHS1rQ8SPd90gofLLLAj5RnUrRiVXwBZq7Ljx1ApqVuDwhT/2R+7/3gyOnQxj48aNRuzOdPT+/kTcV38T8Y3qNqTFXWDHL+sKPMbePVtJTLzNmDFjjNiZ6axfv57OdUtZXPgCDG5YmrVr1xbZG8z5JQGsUHh4ODt27uS10ZMKPZadgwP9J89gzNi3isRytXZdu/HjXfU3f2ytdMzz01gW8imhoQfz/fOnTx1l8eLPWL36O+zt1f8+T+PE4f00qWiZvXq62ePmZMvly5dVt2IWEsAKzZk3n+av9cfR2Th7EXvVD8Tdw7NIrIzo3bs3oQm5XE9Tf6VTq7g1yxvC51NHsnr1AvLy/vnmYF5eHhs3LuWzz8azadNG/Pz8zNCpcYSFhqKvaLn7X/tXdCEsrPAPmRQFEsCK5ObmsnHDBl581bjH/bzwai+WrVhp1DFNwcnJif5vvMGqa6o7+UPDUjZM8Dbw09ZvCR7dle3bN5CRkfbQ92VmZrBr1w+MHfM6ZyMOcvz4MVq0aGH+hgsoJSWF2Ljb+Ja13NMq9GWsCT2Rv7MLiyrLmwR6Tpw/fx73MmUpXrK0Ucf1ahDIT4tnGnVMUxk1dhwvfruC4dV1uNurvRufp2lsuO3A7LlzcHV1Ze68+cyfNxVPz8p4eHgCcPv2Ta5fv0rTpk35/PNP6dixo1k3SDeGixcv4lXODVtry+27djlHQiJOqW7DLCSAFTlz5gwVvXyNPm7p8hVJTU3h3r17lCxZ0ujjG5O3tzd93xjABztXMU/xJ/hvLhtwqVyLnj17YmVlRYcOHcjKyuLcuXPcvHkTTdOoUKECdevWLTJzvY+Snp5u0p3OjKGYvXWRWVJZWJb9P/EMS05OxtHF1ejj6nQ6XFzdSE5OtvgABpj++UzqbdvK9puJtKtgunPVnuRyioF5v8PJ0+v+54rW3t4evV6PXm+8DXtUy87OxlbxLnT/xM7aiuxs4z0ibsks93PIM87GxgZDrmmeBMvNzcHGpmi8tzo5ObFizTqmRFpxK8P8N+Qy8zTGn7Hio2nTqVatmtnrm5u9vT3ZuZa930JWrqFIf8rIDwlgRapVq0b89atGHzcjNYXU5OQidQptkyZNGPd/k+lzXMe9LPOFcI5BY0S4jhovtGJ0cNFYw1tYrq6u3E+37KvL+xm5uBZ/uoNRizoJYEX8/f2JiT6HIS/PqOPGXozEt06dInMF/JeJk6fw2oAR9Dim444ZroQz8zSGhemw9Qrku+83FLmbaQVVs2ZNYuKTSc827uvOmM7cyqCuv/n301Dh+XjVWSB3d3e8vWty7th+o44b/usvdGjX1qhjmsun//6cvsET6HwYjieYbqOemFQDPY/pKO7Xks0/bTfZcfKWyN7eHh+vqpyJe3iJnaUIu51HYMMg1W2YhQSwQmODR3Ng03dGGy8jNYXjO7cyfNgwo41pTjqdjin/+pA5y1cz8qw9H5zTSDfifKVB01hyOY9XD2n0fvtD1mzYjJ2d2lOZVfAPDCL8RqrqNh5J0zTCY5OeqRufTyIBrFCvXr24eyOG0wf3GGW8Hxb+m66vvUaFChWMMp4qnTt3JvLi76TXbkPrA7A2JqdQQZynaeyKy6XrUSt2WHtzLOw04995B2tr9acyq/Bis5bsvWqZ88CRt9Oxc3Ao8q/hpyUBrJCjoyMrly9j7Rfv8+BufKHGijjyG+cO/8qsr740Undqubu7s3rDJkLWbmZv8SAa7s7l40iN8w/ynmobS03TuJFmYG50Lo33asxPrkLw9LkcOBaKl5eXGX4Dy9WtWzcOXkniRlKW6lYeEnIikUFDh1vUNpmmJNtRWoCPP57KijXf89bs7wr0ZFx0+DFCJo9i25YfaNq0qQk6VC8mJoZF8+eyfs1q7t1PonYZZ+o5Z1PFIRcHax1WOsjK04jLsuJshgNn4jOxsrGlQ4f2BI+f8Nx8pH1awSOHUyJmFx+38VTdyn+kZOZSdUYEZ89ffOaugB+3HaUEsAXQNI2PP57KwsXf0G/SDOo0avZUP5eXm8vuNd+wZ+0SNqxfR6tWrUzcqWW4d+8e4eHhhIaGcvXiBdLTUzEYDDg5OVOuYmUCAhsSEBBA+fLln5srqfyKioripSZBxLxXDzsby/ggvPDwLX7LrcnGrT+rbsXoJICLgD179jBg0GA8a9ahRbc38fYLemSA5GRlcmLPz/y2fhkVy5VhxbKlVKlSxfwNiyKtS4e21Ddc5MPW6q82E1JzaDArii3bdxMU9OytgJAALiJSU1NZsWIFc+YvIDExkao+dSlTqTrWtnZkpaUQ9/sFYqIjadToBd4aE0zHjh3lKk8USFxcHA3q+LBjYDUaVFC7PWXvtVfxbNKVL7+eo7QPU5EALmI0TePatWuEhYVx6dIlsrOzKVasGHXr1kWv1+Pu7q66RfEMWLFiBV9/OIHjo2sqm4rYFHGX9w+kczryQpE5WDa/JICFEA/RNI0uHdpSOvk8IV0rmf3T1LlbabReeokfftpJ48aNzVrbnORMOCHEQ3Q6HavWbeRsegne/fkG+bkgK6xLCRm0X36Zr+YufKbD90kkgIV4zrm4uLB9z28cuu/KqC3XyTOYPoTPxKXS6puLfDzjK/r27WfyepZKAlgIgbu7O3sPHCbGpjItFl8iOt40G6LnGTRmHbhF6yWX+XrBEgYPGWKSOkWFBLAQAvjjSnjH3n30GjOZposu8tWBW0a9Gr6UkEHLxZfYcqcEx0JP0aOHcc9DLIokgIUQ/2FlZcWYMW9xPOw0PyWUpMHsCyw8cpvkzILvThd6PYXBm67ReMEFuo2cyL7Dx6lRo4YRuy66itamsUIIs6hevTq/HTrGvn37WDD7S/414zd61C9F+5rF0HsWw8P18bvIZecaOHc7nePXUlh5JoX4DB3DR4/lwpahlC5t3ENoizpZhiaE+Ec3b95k2dIlHNy7i7AzEdhb6/Cv5EZpJyscrCEPSM+B6IRMIm8kUq2SJ/qAQLr36U+7du2e253n/iLrgIUQRvHXQ0KnTp0iMTGRzMxMbGxscHBwoEaNGjRo0ABnZ2fVbVqUxwWwTEEIIfJFp9NRpUoV2X/ECOQmnBBCKCIBLIQQikgACyGEIhLAQgihiASwEEIoIgEshBCKSAALIYQiEsBCCKGIBLAQQigiASyEEIpIAAshhCISwEIIoYgEsBBCKCIBLIQQikgACyGEIhLAQgihiASwEEIoIgEshBCKSAALIYQiEsBCCKGIBLAQQigiASyEEIpIAAshhCISwEIIoYgEsBBCKCIBLIQQikgACyGEIhLAQgihiASwEEIoIgEshBCKSAALIYQiEsBCCKGIBLAQQigiASyEEIpIAAshhCISwEIIoYgEsBBCKCIBLIQQikgACyGEIhLAQgihiASwEEIoIgEshBCKSAALIYQiEsBCCKGIBLAQQiii0zTt6b9Zp0sArpmuHSGEeCZV1jSt9N+/mK8AFkIIYTwyBSGEEIpIAAshhCISwEIIoYgEsBBCKCIBLIQQikgACyGEIhLAQgihiASwEEIoIgEshBCK/D9EYGaSRJcOCwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用scatter绘制散点图\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(0, 10)\n",
    "y = np.sin(2*x)\n",
    "s = np.random.randint(50, 2000, size=x.shape)\n",
    "cmap = plt.get_cmap('tab20c')\n",
    "colors = [cmap(i) for i in np.random.uniform(0.01, 1.0, size=x.shape)]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.scatter(x, y, s=s, facecolor=colors, edgecolors='k')\n",
    "ax.set_xlim(-2, 12)\n",
    "ax.set_ylim(-2, 2)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. images\n",
    "绘制图像大致有两种方法：\n",
    "\n",
    "1. 通过创建 [matplotlib.image.AxesImage](https://matplotlib.org/stable/api/image_api.htm#matplotlib.image.AxesImagel) 的实例对象绘制图像，构造函数如下：\n",
    "```python\n",
    "matplotlib.image.AxesImage(\n",
    "    ax,                # Axes对象\n",
    "    cmap=None,         # 颜色表对象\n",
    "    norm=None,         # Normalize\n",
    "    # str, 插值方式，'none', 'antialiased'(默认), 'nearest', 'bilinear'等\n",
    "    interpolation=None,\n",
    "    origin=None,       # str, [0, 0]位置放在坐标系的左上角(upper)/左下角(lower)，默认为'upper'。\n",
    "    extent=None, \n",
    "    filternorm=True,   # bool, 是否抗颗粒图像调整大小过滤器的参数\n",
    "    filterrad=4.0,     # float, 过滤器半径\n",
    "    resample=False,    # bool, 重采样\n",
    "    interpolation_stage=None, **kwargs)\n",
    "```\n",
    "\n",
    "2. 通过 [pyplot.imshw()]() / [Axes.imshow()](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.imshow.html#matplotlib.axes.Axes.imshow) 绘制图像。\n",
    "\n",
    "\n",
    "```python\n",
    "Axes.imshow(\n",
    "    X,                 # 图像数据\n",
    "    cmap=None,         # 颜色表,  pyplot.cm / matplotlib.colors\n",
    "    norm=None,         # 对图像标准化\n",
    "    aspect=None,       # \n",
    "    interpolation=None,#\n",
    "    alpha=None,        # 透明度\n",
    "    vmin=None,         # \n",
    "    vmax=None,         # \n",
    "    origin=None,       # \n",
    "    extent=None,       # \n",
    "    interpolation_stage=None, \n",
    "    filternorm=True, \n",
    "    filterrad=4.0, \n",
    "    resample=None, \n",
    "    url=None, \n",
    "    data=None, **kwargs)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:30:27.104728Z",
     "iopub.status.busy": "2021-11-21T15:30:27.104070Z",
     "iopub.status.idle": "2021-11-21T15:30:27.282500Z",
     "shell.execute_reply": "2021-11-21T15:30:27.281766Z",
     "shell.execute_reply.started": "2021-11-21T15:30:27.104695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.通过创建 matplotlib.image.AxesImage 的实例对象绘制图像\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "img = Image.open('data/lenna.png')\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, xticks=[], yticks=[])\n",
    "ax.set_aspect(plt.rcParams['image.aspect'])\n",
    "im = mpl.image.AxesImage(ax, cmap=plt.cm.viridis)\n",
    "im.set_data(img)\n",
    "im.set_extent(im.get_extent())\n",
    "ax.add_image(im)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:30:21.369277Z",
     "iopub.status.busy": "2021-11-21T15:30:21.368304Z",
     "iopub.status.idle": "2021-11-21T15:30:21.574602Z",
     "shell.execute_reply": "2021-11-21T15:30:21.573922Z",
     "shell.execute_reply.started": "2021-11-21T15:30:21.369240Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 通过 pyplot.imshw() / Axes.imshow() 绘制图像。\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "img = Image.open('data/lenna.png')\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, xticks=[], yticks=[])\n",
    "ax.imshow(img)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.通过 pyplot.imshw() / Axes.imshow() 绘制图像。\n",
    "import paddle\n",
    "import paddle.io as io\n",
    "import paddle.nn as nn\n",
    "import paddle.vision as vision\n",
    "import paddle.vision.transforms as transforms\n",
    "\n",
    "class Dict(dict):\n",
    "    def __getattr__(self, key):\n",
    "        value = self.get(key)\n",
    "        return Dict(value) if isinstance(value,dict) else value\n",
    "    def __setattr__(self, key, value):\n",
    "        self[key] = value\n",
    "\n",
    "cfgs = Dict(dict(n_classes=10, image_size=(224,224), epoch_num=2, batch_size=20, lr=0.001))\n",
    "print(cfgs)\n",
    "\n",
    "transform = transforms.Compose([\n",
    "    transforms.RandomHorizontalFlip(),\n",
    "    transforms.Resize(cfgs.image_size),\n",
    "    transforms.CenterCrop(cfgs.image_size),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
    "])\n",
    "\n",
    "\n",
    "train_ds = vision.Cifar10(mode='train', transform=transform)\n",
    "test_ds = vision.Cifar10(mode='test', transform=transform)\n",
    "train_dl = io.DataLoader(train_ds, batch_size=cfgs.batch_size, shuffle=True)\n",
    "test_dl = io.DataLoader(test_ds, batch_size=cfgs.batch_size, shuffle=False)\n",
    "\n",
    "model = vision.resnet18(pretrained=True)\n",
    "model.fc = nn.Linear(512, cfgs.n_classes)\n",
    "optimizer = paddle.optimizer.SGD(learning_rate=cfgs.lr, parameters=model.parameters())\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "for epoch in range(cfgs.epoch_num):\n",
    "    total_loss, train_correct, test_correct = 0, 0, 0\n",
    "    for train_batch in train_dl:\n",
    "        images, labels = train_batch\n",
    "        outs = model(images)\n",
    "        loss = criterion(outs, labels)\n",
    "        optimizer.clear_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        total_loss += loss.item()\n",
    "        train_correct += (outs.argmax(axis=1) == labels).sum().item()\n",
    "    for test_batch in test_dl:\n",
    "        images, labels = test_batch\n",
    "        outs = model(images)\n",
    "        test_correct += (outs.argmax(axis=1) == labels).sum().item()\n",
    "    \n",
    "    print(f\"epoch:{epoch}, loss:{total_loss:.3f}, train_correct:{(train_correct/len(train_ds)):.3f}, test_correct:{(test_correct/len(test_ds)):.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T05:24:25.597024Z",
     "iopub.status.busy": "2021-11-21T05:24:25.596136Z",
     "iopub.status.idle": "2021-11-21T05:24:27.623108Z",
     "shell.execute_reply": "2021-11-21T05:24:27.622484Z",
     "shell.execute_reply.started": "2021-11-21T05:24:25.596985Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "@paddle.no_grad()\n",
    "def draw(train_batch):\n",
    "    x, y = train_batch\n",
    "    outputs = [x]\n",
    "    names = ['conv1', 'layer1', 'layer2', 'layer3', 'layer4']\n",
    "    model.eval()\n",
    "    for name, layer in model.named_children():\n",
    "        if name == 'avgpool': break\n",
    "        x = layer(x)\n",
    "        if name not in names:\n",
    "            continue\n",
    "        \n",
    "        outputs.append(x.cpu().numpy())\n",
    "\n",
    "    fig = plt.figure(dpi=120)\n",
    "    fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, wspace=0.05, hspace=0.05)\n",
    "    for i, (name, output) in enumerate(zip(names, outputs)):\n",
    "        for j in range(10):\n",
    "            ax = fig.add_subplot(6, 10, i*10+j+1)\n",
    "            img = np.transpose(output[j,:, :, :], [1, 2, 0])\n",
    "            img = mcolors.Normalize()(img)\n",
    "            ax.imshow(img[:, :, i], cmap=plt.cm.viridis)\n",
    "            if i == 0:\n",
    "                ax.set_title()\n",
    "            ax.set_xticks([])\n",
    "            ax.set_yticks([])\n",
    "    plt.show()\n",
    "        \n",
    "draw(train_batch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、对象容器 - Object container\n",
    "\n",
    "1. [matplotlib.artist.Artist](https://matplotlib.org/stable/api/artist_api.html#matplotlib.artist.Artist)\n",
    "2. [matplotlib.figure.Figure](https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure)\n",
    "3. [matplotlib.axes.Axes](https://matplotlib.org/stable/api/axes_api.html#matplotlib.axes.Axes)\n",
    "4. [matplotlib.axis.Axis](https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Axis)\n",
    "5.[matplotlib.axis.Tick](https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Tick)\n",
    "\n",
    "#### 1. matplotlib.figure.Figure\n",
    "\n",
    "`Figure` 是所有绘图元素的顶级容器。一张图表的背景就是在 `figure.patch.Rectangle`。\n",
    "\n",
    "通过查看 `FigureBase` 和 `Figure` 源码发现，`Figure` 有以下属性：\n",
    "\n",
    "1. `patch`: 图表的背景`Rectangle` 实例对象\n",
    "2. `artists`: list,\n",
    "3. `patches`: list,\n",
    "4. `axes`: list, `Axes` 实例的列表（包括`Subplot`)\n",
    "5. `images`: list, `Images` patch列表\n",
    "6. `lines`: list, `Line2D` 实例的列表（很少使用）\n",
    "7. `legends`: list, `Legend` 实例列表（不同于`Axes.legends`)\n",
    "8. `texts`: list, `Text` 实例列表\n",
    "9. `legends`: list, 图例\n",
    "10. `subfigs`: list, 子图\n",
    "11. `_gridspecs`: list, \n",
    "\n",
    "构造函数：\n",
    "```python\n",
    "class matplotlib.figure.Figure(\n",
    "    figsize=None,          # 2-tuple of floats, default:[6.4, 4.8], figure大小维度\n",
    "    dpi=None,              # float, default:100.0, figure的分辨率\n",
    "    facecolor=None,        # str, default:'white', figure中的patch面颜色\n",
    "    edgecolor=None,        # str, default:'white', figure中的patch边缘颜色\n",
    "    linewidth=0.0,         # float, 每个frame的线宽(例如figure patch的边缘线宽).\n",
    "    frameon=None,          # bool, default:True, False代表禁止绘制figure的背景patch\n",
    "    subplotpars=None,      # figure.SubplotParams, default:None, 表示默认使用子图参数\n",
    "    tight_layout=None,     # bool, 不建议用tight_layout，推荐用layout='tight' 或set_tight_layout()方法\n",
    "    constrained_layout=None,# bool, 不建议用constrained_layout，推荐用layout='constrained'或set_tight_layout()方法\n",
    "    layout=None, **kwargs) # str, {'constrained', 'tight'}, 绘图元素的布局定位\n",
    "```\n",
    "\n",
    "- `layout` 默认为 `None`，有两个两个可选参数`{'constrained', 'tight'}`\n",
    "    - `'constrained'`\n",
    "    - `'tight'`\n",
    "\n",
    "当我们向图表添加 `figure.add_subplot()` 或者 `figure.add_axes()` 元素时，这些都会被添加到 `figure.axes` 列表中。另外我们还可以通过`figure.add_axes()`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:28:51.114264Z",
     "iopub.status.busy": "2021-11-21T15:28:51.113323Z",
     "iopub.status.idle": "2021-11-21T15:28:51.310613Z",
     "shell.execute_reply": "2021-11-21T15:28:51.309509Z",
     "shell.execute_reply.started": "2021-11-21T15:28:51.114231Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<AxesSubplot:>]\n",
      "[<AxesSubplot:>, <Axes:>]\n",
      "<bound method FigureBase.text of <Figure size 432x288 with 2 Axes>>\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXQ0lEQVR4nO3df2zV9b3H8ed79LLAKj9FAhyYYhneQiiBA8O7C+FenfyYFm9CFtidbOI8K9NpFrfAbtym3t1dNNPsLjCbxsjCFu2M14m6gnG7VpYIYjFOKf5o5YdtkdG6IQEW+ut9/2jXltLSL6en55z283okTfr5fj49591Pyovv+Zzv93PM3RERkaHvU5kuQERE0kOBLyISCAW+iEggFPgiIoFQ4IuIBEKBLyISiD4D38weN7MTZnagl34zs5+bWbWZvWVm81JfpoiI9FeUM/xfAssv0r8CmNH+lQAe7X9ZIiKSan0GvrvvBv5ykSGrgO3eZi8wxswmpapAERFJjZwUPMYUoKZLu7b92EfdB5pZgrZXAXzmM5+Zf80116Tg6UVEwrF///4Gd5+QzM+mIvCth2M97tfg7iVACUA8HveKiooUPL2ISDjM7GiyP5uKq3Rqgald2jHgWAoeV0REUigVgf8csK79ap1FwCfufsFyjoiIZFafSzpm9iSwFLjczGqBHwH/AODuxUAZsBKoBs4Ctw5UsSIikrw+A9/d1/bR78AdKatIREQGhO60FREJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUAo8EVEAqHAFxEJhAJfRCQQCnwRkUBECnwzW25m75lZtZlt6qF/tJk9b2Z/MrNKM7s19aWKiEh/9Bn4ZjYM2AqsAPKBtWaW323YHcBBdy8AlgIPm9nwFNcqIiL9EOUMfyFQ7e6H3L0RKAVWdRvjwGVmZkAu8BegOaWViohIv0QJ/ClATZd2bfuxrrYA/wgcA94G7nb31u4PZGYJM6sws4r6+vokSxYRkWRECXzr4Zh3ay8D3gQmA3OBLWY26oIfci9x97i7xydMmHCJpYqISH9ECfxaYGqXdoy2M/mubgWe8TbVwGHgmtSUKCIiqRAl8F8HZpjZVe1vxK4Bnus25kPgOgAzmwjMBA6lslAREemfnL4GuHuzmd0JvAgMAx5390ozK2rvLwb+E/ilmb1N2xLQRndvGMC6RUTkEvUZ+ADuXgaUdTtW3OX7Y8ANqS1NRERSSXfaiogEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhKISIFvZsvN7D0zqzazTb2MWWpmb5pZpZm9ktoyRUSkv3L6GmBmw4CtwBeBWuB1M3vO3Q92GTMG+AWw3N0/NLMrBqheERFJUpQz/IVAtbsfcvdGoBRY1W3MV4Bn3P1DAHc/kdoyRUSkv6IE/hSgpku7tv1YV58DxppZuZntN7N1PT2QmSXMrMLMKurr65OrWEREkhIl8K2HY96tnQPMB74ELAN+YGafu+CH3EvcPe7u8QkTJlxysSIikrw+1/BpO6Of2qUdA471MKbB3c8AZ8xsN1AAvJ+SKkVEpN+inOG/Dswws6vMbDiwBniu25gdwGIzyzGzkcDngXdSW6qIiPRHn2f47t5sZncCLwLDgMfdvdLMitr7i939HTPbBbwFtAKPufuBgSxcREQujbl3X45Pj3g87hUVFRl5bhGRwcrM9rt7PJmf1Z22IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgS8iEggFvohIIBT4IiKBUOCLiARCgT+E/PGPf2TmzJm99h85cgQzo7m5OY1ViUi2UOAPYmZGdXV1R3vx4sW89957He0rr7yS3//+95koTUSykAJfRCQQCvx+2Lx5M1dffTWXXXYZ+fn5/Pa3v+3o27BhA6tXr+5ob9y4keuuuw5359y5c3z3u99l2rRpTJw4kaKiIv72t78B0NDQwI033siYMWMYN24cixcvprW19YLnXrJkCQAFBQXk5ubym9/8hvLycmKxGAC33HILH374ITfddBO5ubk89NBDFzzGJ598wm233cakSZOYMmUK9957Ly0tLSmdIxHJIu6eka/58+f7YPfUU095XV2dt7S0eGlpqY8cOdKPHTvm7u5nzpzxGTNm+LZt23z37t0+fvx4r6mpcXf3u+++22+66Sb/+OOP/dSpU37jjTf6pk2b3N1906ZN/s1vftMbGxu9sbHRd+/e7a2trT0+P+BVVVUd7ZdfftmnTJnS0f7sZz/rL730Ukf78OHDDnhTU5O7u69atcoTiYSfPn3a//znP/uCBQu8uLg4tZMkIikFVHiSuRttECwH3gOqgU0XGbcAaAFW9/WYQyHwuysoKPBnn322o/3aa6/52LFjfdq0af7EE0+4u3tra6uPHDnSq6urO8a9+uqrfuWVV7q7+w9+8AMvLCw8L8h705/AP378uA8fPtzPnj3b0f/EE0/40qVLk/jNRSRd+hP4OX29AjCzYcBW4ItALfC6mT3n7gd7GPcg8GJKXnoMAtu3b+eRRx7hyJEjAJw+fZqGhoaO/oULFzJ9+nROnDjBl7/8ZQDq6+s5e/Ys8+fP7xjn7h1LKd/73ve47777uOGGGwBIJBJs2rQp5bUfPXqUpqYmJk2a1HGstbWVqVOnpvy5RCQ7RFnDXwhUu/shd28ESoFVPYz7NvC/wIkU1pe1jh49yu23386WLVv4+OOPOXnyJLNnz/77Kx0Atm7dyrlz55g8eXLHGvrll1/OiBEjqKys5OTJk5w8eZJPPvmE06dPA3DZZZfx8MMPc+jQIZ5//nkeeeQR/vCHPyRVo5n12jd16lQ+/elP09DQ0FHHqVOnqKysTOq5RCT7RQn8KUBNl3Zt+7EOZjYF+Deg+GIPZGYJM6sws4r6+vpLrTWrnDlzBjNjwoQJAGzbto0DBw509L///vvce++9/PrXv+ZXv/oVDz30EG+++Saf+tSnuP322/nOd77DiRNt/zfW1dXx4ottL4xeeOEFqqurcXdGjRrFsGHDGDZsWI81TJw4kUOHDvVa48X6J02axA033MA999zDqVOnaG1t5YMPPuCVV15Jaj5EJPtFCfyeThO9W/tnwEZ3v+glHu5e4u5xd4//PSgHq/z8fO655x6uvfZaJk6cyNtvv80XvvAFAJqbm/nqV7/Kxo0bKSgoYMaMGfzkJz/hlltu4dy5czz44IPk5eWxaNEiRo0axfXXX99x/XxVVRXXX389ubm5XHvttXzrW99i6dKlPdZw33338bWvfY0xY8bw1FNPXdD//e9/nx//+MeMGTOGn/70pxf0b9++ncbGRvLz8xk7diyrV6/mo48+St0kiUhWsa5LED0OMLsWuM/dl7W3vw/g7v/dZcxhOv9juBw4CyTc/dneHjcej3tFRUW/ihcRCY2Z7Xf3eDI/2+ebtsDrwAwzuwqoA9YAX+k6wN2v6lLML4EXLhb2IiKSfn0u6bh7M3AnbVffvAM85e6VZlZkZkUDXSDA+vXrueKKK5g9e3ZvNXLXXXeRl5fHnDlzeOONN9JRlojIoBLpTlt3L3P3z7n71e7+X+3Hit39gjdp3f3r7v50Kov8+te/zq5du3rt37lzJ1VVVVRVVVFSUsKGDRtS+fQiIkPCoNhaYcmSJYwbN67X/h07drBu3TrMjEWLFnHy5Em9+Sgi0s2gCPy+1NXVnXfDUCwWo66uLoMViYhknyhv2ma9nq406u2mo5KSEkpKSgB49913ueaaawa0thAdOXLkvDuORSQ7DInAj8Vi1NR03htWW1vL5MmTexybSCRIJBIAxONxdGlo6sXjSV0xJiIDbEgs6RQWFrJ9+3bcnb179zJ69Ojz9ogREZFBcoa/du1aysvLaWhoIBaLcf/999PU1ARAUVERK1eupKysjLy8PEaOHMm2bdsyXLGISPYZFIH/5JNPXrTfzNi6dWuaqhERGZyGxJKOiIj0TYEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigVDgi4gEQoEvIhIIBb6ISCAU+CIigRgUgb9r1y5mzpxJXl4emzdvvqC/vLyc0aNHM3fuXObOncsDDzyQgSpFRLJbTqYL6EtLSwt33HEHL730ErFYjAULFlBYWEh+fv554xYvXswLL7yQoSpFRLJf1p/h79u3j7y8PKZPn87w4cNZs2YNO3bsyHRZIiKDTtYHfl1dHVOnTu1ox2Ix6urqLhi3Z88eCgoKWLFiBZWVlb0+XklJCfF4nHg8Tn19/YDULCKSjbJ+ScfdLzhmZue1582bx9GjR8nNzaWsrIybb76ZqqqqHh8vkUiQSCQAiMfjqS9YRCRLZf0ZfiwWo6ampqNdW1vL5MmTzxszatQocnNzAVi5ciVNTU00NDSktU4RkWyX9YG/YMECqqqqOHz4MI2NjZSWllJYWHjemOPHj3e8Eti3bx+tra2MHz8+E+WKiGStSEs6ZrYc+B9gGPCYu2/u1v/vwMb25mlgg7v/KSUF5uSwZcsWli1bRktLC+vXr2fWrFkUFxcDUFRUxNNPP82jjz5KTk4OI0aMoLS09IJlHxGR0FlPa+TnDTAbBrwPfBGoBV4H1rr7wS5j/gl4x93/amYrgPvc/fMXe9x4PO4VFRX9rb9f4vE4ma5hKNK8igwcM9vv7km9ARllSWchUO3uh9y9ESgFVnUd4O6vuvtf25t7gVgyxYiIyMCJEvhTgJou7dr2Y725DdjZU4eZJcyswswqdEmkiEh6RQn8nhbDe1wHMrN/oS3wN/bU7+4l7h539/iECROiVykiIv0W5U3bWmBql3YMONZ9kJnNAR4DVrj7x6kpT0REUiXKGf7rwAwzu8rMhgNrgOe6DjCzacAzwC3u/n7qyxQRkf7q8wzf3ZvN7E7gRdouy3zc3SvNrKi9vxj4ITAe+EX75ZDNyb6LLCIiAyPSdfjuXgaUdTtW3OX7bwDfSG1pIiKSSll/p62IiKSGAl9EJBAKfBGRQCjwRUQCocAXEQmEAl9EJBAKfBGRQCjwRUQCocAXEQmEAl9EJBAKfBGRQCjwRUQCocAXEQnEoAj8Xbt2MXPmTPLy8ti8efMF/e7OXXfdRV5eHnPmzOGNN97IQJUiItkt6wO/paWFO+64g507d3Lw4EGefPJJDh48eN6YnTt3UlVVRVVVFSUlJWzYsCFD1YqIZK+sD/x9+/aRl5fH9OnTGT58OGvWrGHHjh3njdmxYwfr1q3DzFi0aBEnT57ko48+ylDFIiLZKdIHoGRSXV0dU6d2fqRuLBbjtdde63NMXV0dkyZNuuDxSkpKKCkpAeDAgQPE44Pjg7nq6+sZLB/8/u6772a6BBHpQdYHvrtfcKz9YxQvaczfJRIJEokEAPF4nIqKihRUOfAGW60ikn2yfkknFotRU1PT0a6trWXy5MmXPEZEJHRZH/gLFiygqqqKw4cP09jYSGlpKYWFheeNKSwsZPv27bg7e/fuZfTo0T0u54iIhCzrl3RycnLYsmULy5Yto6WlhfXr1zNr1iyKi9s+Q72oqIiVK1dSVlZGXl4eI0eOZNu2bZEe++9LO4OBahWR/rKe1r/TIR6P+2BZkxYRyRZmtt/dk3qjLOuXdEREJDUU+CIigRjygT+YtmXoq9by8nJGjx7N3LlzmTt3Lg888EAGqmyzfv16rrjiCmbPnt1jfzbNq4i0c/eMfM2fP98HWnNzs0+fPt0/+OADP3funM+ZM8crKyvPG/O73/3Oly9f7q2trb5nzx5fuHDhgNeVbK0vv/yyf+lLX8pIfd298sorvn//fp81a1aP/dkyryJDDVDhSebukD7DH0zbMkSpNZssWbKEcePG9dqfLfMqIp2GdOD3tuXCpY5Jh6h17Nmzh4KCAlasWEFlZWU6S7wk2TKvItIp66/D7w9P8bYMAylKHfPmzePo0aPk5uZSVlbGzTffTFVVVbpKvCTZMq8i0mlIn+EPpm0ZotQxatQocnNzAVi5ciVNTU00NDSktc6osmVeRaTTkA78wbQtQ5Rajx8/3nHmvG/fPlpbWxk/fnzaa40iW+ZVRDoN6SWdgdyWIRO1Pv300zz66KPk5OQwYsQISktLM7ZMsnbtWsrLy2loaCAWi3H//ffT1NTUUWu2zKuIdNLWCiIig4i2VhARkT4p8EVEAhEp8M1suZm9Z2bVZraph34zs5+3979lZvNSX6qIiPRHn4FvZsOArcAKIB9Ya2b53YatAGa0fyWAR1Ncp4iI9FOUM/yFQLW7H3L3RqAUWNVtzCpge/tWD3uBMWama/BERLJIlMsypwA1Xdq1wOcjjJkCnLd5ipklaHsFAHDOzA5cUrVD1+VAdt5BlX6ai06ai06ai04zk/3BKIHf04Xe3a/ljDIGdy8BSgDMrCLZS4uGGs1FJ81FJ81FJ81FJzNL+nr2KEs6tcDULu0YcCyJMSIikkFRAv91YIaZXWVmw4E1wHPdxjwHrGu/WmcR8Im7ay9cEZEs0ueSjrs3m9mdwIvAMOBxd680s6L2/mKgDFgJVANngVsjPHdJ0lUPPZqLTpqLTpqLTpqLTknPRca2VhARkfTSnbYiIoFQ4IuIBGLAA1/bMnSKMBf/3j4Hb5nZq2ZWkIk606GvuegyboGZtZjZ6nTWl05R5sLMlprZm2ZWaWavpLvGdInwb2S0mT1vZn9qn4so7xcOOmb2uJmd6O1epaRzM9lPP4/yRdubvB8A04HhwJ+A/G5jVgI7abuWfxHw2kDWlKmviHPxT8DY9u9XhDwXXcb9H20XBazOdN0Z/LsYAxwEprW3r8h03Rmci/8AHmz/fgLwF2B4pmsfgLlYAswDDvTSn1RuDvQZvrZl6NTnXLj7q+7+1/bmXtruZxiKovxdAHwb+F/gRDqLS7Moc/EV4Bl3/xDA3YfqfESZCwcus7ZP/smlLfCb01vmwHP33bT9br1JKjcHOvB723LhUscMBZf6e95G2//gQ1Gfc2FmU4B/A4rTWFcmRPm7+Bww1szKzWy/ma1LW3XpFWUutgD/SNuNnW8Dd7t7a3rKyypJ5eZAf8RhyrZlGAIi/55m9i+0Bf4/D2hFmRNlLn4GbHT3lkx9jGOaRJmLHGA+cB0wAthjZnvd/f2BLi7NoszFMuBN4F+Bq4GXzOyP7n5qgGvLNknl5kAHvrZl6BTp9zSzOcBjwAp3/zhNtaVblLmIA6XtYX85sNLMmt392bRUmD5R/400uPsZ4IyZ7QYKgKEW+FHm4lZgs7ctZFeb2WHgGmBfekrMGknl5kAv6Whbhk59zoWZTQOeAW4ZgmdvXfU5F+5+lbtf6e5XAk8D3xqCYQ/R/o3sABabWY6ZjaRtt9p30lxnOkSZiw9pe6WDmU2kbefIQ2mtMjsklZsDeobvA7ctw6ATcS5+CIwHftF+ZtvsQ3CHwIhzEYQoc+Hu75jZLuAtoBV4zN2H3NbiEf8u/hP4pZm9TduyxkZ3H3LbJpvZk8BS4HIzqwV+BPwD9C83tbWCiEggdKetiEggFPgiIoFQ4IuIBEKBLyISCAW+iEggFPgiIoFQ4IuIBOL/AT7Y2qMS/yuDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(111)\n",
    "print(fig.axes)\n",
    "ax2 = fig.add_axes([0.2, 0.2, 0.2, 0.2])\n",
    "print(fig.axes) # fig.axes 中包含了 AxesSubplot 和 Axes\n",
    "ax2.set_title('axes title')\n",
    "print(fig.text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Axes容器\n",
    "\n",
    "构造函数如下：\n",
    "```python\n",
    "matplotlib.axes.Axes(\n",
    "    fig, \n",
    "    rect, \n",
    "    facecolor=None, \n",
    "    frameon=True, \n",
    "    sharex=None, \n",
    "    sharey=None, \n",
    "    label='', \n",
    "    xscale=None, \n",
    "    yscale=None, \n",
    "    box_aspect=None, **kwargs)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:28:45.815267Z",
     "iopub.status.busy": "2021-11-21T15:28:45.814259Z",
     "iopub.status.idle": "2021-11-21T15:28:45.857454Z",
     "shell.execute_reply": "2021-11-21T15:28:45.856666Z",
     "shell.execute_reply.started": "2021-11-21T15:28:45.815233Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, xticks=[], yticks=[])\n",
    "rect = ax.patch  # axes的patch是一个Rectangle实例\n",
    "rect.set_fc(plt.cm.Oranges(0.3))\n",
    "rect.set_ec(plt.cm.Oranges(0.6))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Axis容器\n",
    "\n",
    "构造函数如下：\n",
    "```python\n",
    "matplotlib.axis.Axis(\n",
    "    axes, \n",
    "    pickradius=15)\n",
    "```\n",
    "\n",
    "`Axis` 有两个子类 `XAxis` 和 `YAxis`，对应着横轴和纵轴。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:28:41.630104Z",
     "iopub.status.busy": "2021-11-21T15:28:41.629117Z",
     "iopub.status.idle": "2021-11-21T15:28:41.780500Z",
     "shell.execute_reply": "2021-11-21T15:28:41.779715Z",
     "shell.execute_reply.started": "2021-11-21T15:28:41.630066Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0o0N9mTEqGA/ZpFIMkPTpigGzWhV0OlTrW3V2n64Q/SB9usL+9PrhO0nAalVQALdh/G8gBkbeI4l+a2jrZOFL37N+mLZO7SptYMoT35BRVKt2KcIFSeiKfttZ2kBeRTMG94G9fFbVwrgMSNwKz5b0fFxmE7htgH9rLNvjQ31o7jAfX+xHiP6Q0BX9trO0AZ0OUgbQLmZR4N4CWJkCuTPh4yrIbe3+uIcPwoKQwddrb0E+niSE+0oHgxgQCV3Rb9mHGhgX6Y+fof+3BLY1QaI3JHiDpx4WR8Dymq7HvVoGV4VDhEb3gpwWF8zO0gZ6uREtRBcSuqJfFEVhZ2nDgPtzyzsg7qRNg2MNts+dfswXNbAk+szPtb0ZdBu6fjjDtJFB1LR0ylKPot8kdEW/tHZamDcunLlJ4QP6+u6uC0/vOPtFITyXAG4abgw4a0wo95+fKP26ot+kZUz0i5/BnZcXTxvw18caoPSkK9uyDoj2PPWYrGZYnGv7fY0Jvq4Ddx1ccVrOp/lD1rwBlzIoCeF+/OqiceqcXLg0CV3RL03tJvwN7gOeEDHDHwqMUGSEGAN8UgUfTTj1mKL0E7+/dR9cEto1cLWgrdPMgapWJscGql2KcCHy3kj0y3VvbOW+j7IH/PXueliaBAt2Q/I2uDYCJvrCsnLbhyt5eW0BV72+mQ6zRe1ShAuRK13RZ22dZvIqmjl/fMSgnmdRqO3jZEtiuj/23eRBncqhpsUF83fLQXIONw353ZCF/ciVruizPWWNWKzKsFtZrCcnVhxrULUO4VokdEWfZZc2ADB1mK0s1pPIAC9igrxlkoToFwld0WfZh+oZFepDiK9n7wcPE1NHBsmVrugXGdMVfXZNWhxN7cNjE8q+uvvcMZgsVhRFka3ZRZ9I6Io+u2BCpNolaM6kGGkXE/0jwwuiT4pqWtldJhsydmd1TgXr8irVLkO4CAld0Sf/3FrCNcu2SOh242/rC1n23UG1yxAuQkJX9Mn2knpSYgPxHOAaukPZtJHB7C5rwGSxql2KcAHyHSR61W6ykHO4USYA9CA1Pph2k5W8I81qlyJcgISu6FXO4UZMFoVpErrdSj06SWKH9OuKPpDQFb3aUdIAQGp8kKp1aFVMkDeRAQbyKprULkW4AGkZE726btZIJscGEuHvpXYpmqTT6fjfz88hVCaNiD6Q0BW98jO4k54Q2vuBw1iYn6H3g4RAhhdEL6qa2vnrmv2U1bepXYqm1bR08OBnO/mhsJsN34Q4iYSuOKOMojpeXltAfatM/z0TP4M7K3Yd4fv91WqXIjROQlec0faSerw89IyP8le7FE3z8nBjYkyAdDCIXknoijPKPlRPSmyQbMDYB6kjg9ld1kinWSZJiJ7Jd5LokW1SRBNp8dKf2xepI4PpMFvZd0Rax0TPJHRFj4prW/F018tMtD5KjQ8iMcKP5naz2qUIDdMpyhkXMJHVTYY5s8WKApocXpg+fTpZWVlqlyFEd3pcXFn6dMUZuWswbLXOalXQ62VBc9E9+Y4S3VIUhevf3MqX2S62L7rK1uRWMu3JNZQ3GNUuRWiUhK7o1sGaVjYfqKXdZFG7FJcSFehFo9FEVnGd2qUIjZLQFd06FhrTR4WoXIlrGT/CH19PN7KKpV9XdE9CV3Qrs7ieYB8PxoT72v25V9XCuAxI3ArPlnR9/MNKSMm0fZy1A3a12L0Eh3F305MaH0xWiYSu6J6ErujW9pJ6po8KsfsOtxYF7i2AlSmQOxM+roLc1lOPGe0F302F3TPgD/FwV75dS3C4tPhg8iqaZOdk0S3pXhBdmCxWJkQHMCcxzO7Pva0JEr0hwdv258URsLwGJpx0QX3WSRvspgdAWUf3z7W9GXQbun5emWevagfm/PERGE0WTDIzTXRDQld04eGm57XrUx3y3OUdEHfSKoixBsg4wwSut4/Aj1xsWDklNoiU2CC1yxAaJaErumjrNOPj6ZiXRnezbXoawVhfD29XwKZp3T+e5g9Z8+xVmX21mywU1bSSHBWgdilCY2RMV3Rx3ZsZ3PPhdoc8d6wBSk8aLijrgOhuNlzY3QJ35sPySRDq4ZBSHOr51fn8+G8/yOI3ogsJXXEKY6eFnPJGRoXav2sBYIY/FBihyAidVvikCi47bej4UDtcuRc+SIaxPg4pw+GmH90hOOdwo9qlCI2R4QVxip2lDZitCjMc1J/rroelSbBgt62T4fYomOgLy45OfFsSA38qhloz3LP/6NfoIGu6Q8pxmLRRtkWCsorrZRdlcQoJXXGKrOI6dDocurLYolDbx8mWxJz4/Vvj4S2Hnd05Ivy9iA/1Iaukjp+SoHY5QkNkeEGcYltxHeMi/Qn0ccGBVI2ZHh9CZnE9Vqss1idOkCtdcYrrZo7ELCFhF3fMGc11M+PULkNojISuOMWiyVFqlzBkTIiWdjHRlQwviOP2lDWSX9GsdhlDyuYDNfx7e5naZQgNGfKh28vOGOIkf16dx88/zla7jCHl39vLePrrffI67CNFUYb8v9WQGV4wW6ysz69m5d4j7C1vpKHNRKPRxFVpsTz948lYrQqrcyq4YEKkJreeUZvJYiWruJ5rp8eqXcqQkp4Qyn92lFNQ1cLYSNnG/nSKorDlQC0zR4fg7qbnqf/t470txQR6exDg7cGYcD8WTBzBpVOiMLi7qV2uXbh86J68NcrDn+/GbLEyc3Qo0+I8CfTx4KIJkQAU1bZy94c7iA32Zsm5Y7g6LRYvj6Hxn2gPu8saMZospCeE9n6w6LPZR/89tx6sldA9idWqsGZfJUvXFbKnvJGVD5xDclQAP5o8Anc3PY1GE43GTnYeamBbUR2XT40GoMNscfnwddnQNXZaeHvTQVbureCLe87G013Pp3elEx/qi6d71yvZUaG+vH3LdF5dV8jvv9zL0nWF/OUnUzhrjP1X0nJFGUW1AMwc7WKry2hcbLA30YFeZBys4+bZo9QuRxMOVrfwwCc72VPeSHyoD89eOZmEo+s2p8WHkBZ/4jWoKApl9UY83PR0mq0senkj6Qmh/OKCsYT7G3o6haa55Pvs3MNNLHplIy98s5/YYG9aOmxbXidF+ncbuABueh3zkyP54p6z+PDOWfga3Lj/o2zaOmW7bICMg7b+3FA/13wha5VOpyM9IZT9lXKDEmzDWDe9vY3S+jb+cu0U1j54Lotnjuzx6lWn0xEX4nP8a89JCufTzFLmv7iBNbmVzizdblxqC3ZFUfgks5THvsoh2MeDv147lbMGuOZra4eZg9WtTI61Ld46FN62DEaj0URFYzvjRrjOW2BX2YK9ud2Er6f7sN4hWFGU4wvibzlQS3yoD9FB3gN6rsKqFn7xaTZ7y5u4a24Cv14wTov3aXr8z9ZcpWdisdpCd9boEP7383MGHLgAvgb344H70rf7ueHNDFo7hu9Vb6C3h0sFrivx9/IY1oFrtSo88vkeXt9wAIDZY0IHHLgAiRF+/HvJWdyUHs92F9wWySVCt63TTGuHGXc3Pe/dNoP3bptJmB3fBo+L9Ce7tIHb3s0clsMNK3Yf5rX1hUO+VUdNL6zO58kVuWqX4XSKovCH5Xv5NKsUox2/t7w83Hjyikl8eOcsPNz0NLWbONLoGtveaz50G9o6ufGtDO7+cAeKohDk42n3q4YfTY7ipZ9MJau4jjvfyxp2245/llXGl9nldt8PTZxwuMHIl9nlw2odBkVReOK/uXyYcYi7543hlxeOtfs5jnUgPfjpTq7622YKq7S/i6mmQ7eutZPFb2xlb3kT18+Mc2goXDolmhevncLmA7U8+sUeh51Ha9pNFjIO1jInSbo4HOnsxDBqWzvJG0Yz/t7dXMy7m4u5c85ofrNgnEO/f3954Vg6LQrXLNtMXsUZ9n/SAM2GbqPRxE1vZ1BU08o/bp3BwkmOXxPgx9Ni+c3CccxNCnf4ubQiq7ieDrOVcyR0HerYv+/GgmqVK3EeT3c9F0+O4tFFyQ5/FzUxOpB/L5mNp7ueG9/K4EC1dq94NRu6v/psJwWVLfz9pjSnXoXdMy+RK6bZFnftMA/9YYaNBdV4uOmYNVomRThSRIAX40f4s7GgRu1SHO7YvYEbZsWz9PppTruJOCrMlw/vTAdsww1avUeh2dB9eOF4Xr8xlXnjIlQ5/8o9Rzj/he+oaGxX5fzO0tppZvaYMHwNLjtPxmVcPjWG0WGO2QZJKzrMFm54K4PVORUATr9PkBjhx4d3pvPy4mmavUehqdC1WBVW7D6MoigkRfozPzlStVoSI/yoa+3k1//epdmfmPbwf1dM5r3bZqhdxrBw97wxPHnFJLXLcKiXvi1g84Fa1PyWGTfCn1FhvlitCm9tPEij0aReMd3QTOgqisIfl+/lvo+y2XKgVu1ySIr059GLk9lYUMM/Mw6pXY5DHLuTrtUrgqFIURRqWjp6P9AFbS+p4+/fHWDxjDgWThqhdjkUVLXw3Ko8fvq+tjqSNBO6S9cV8mHGIZacO2ZQkx7s6cZZIzknKYyn/7eP4ppWtcuxu4c/383t72aqXcawct/H2dzwZobaZdhda4eZBz/bRXSQN7+/ZILa5QC2K94Xr53KtqI6fvHJTiwaadfTROj+K6uUF9fs58ppMTy8cJza5Ryn0+n489UpGDz0fLd/aN11VhSFDfurZSzXyVJiAsmvbKayaWjdK1i1t4JDdW28cM0U/DT0mrpsSjR/uGQCq3IqeHJFriaGCp3+r/OE7gkAHlMeA6CqqZ3ff7mXOYlhPHtViube6kYFerP+V/MI9vU8/rnT/w6u5gndE9SFeVN9x0SXbRV7QvcEhzmsdhn9dk5SOM+szONXZ79F0t5al34NwYnvgavSYpkUE6jJqeR3zBnN4QYjH2wp4cb0eBIj/AD1vo9V/5EUEeDFO7fOYHJsYI8rhKntWODuOFRPZICXytXYx+HRtv27XDV0XdX4Ef6E+Rk4PCqApL3q37sYrA6zhbJ6I2PC/TQZuMf8blEyV6fFHg9cNamWcocbjKzPqwLgrMQw/L20veV3o9HETW9l8PhXOWqXYhflowNIivAjKnDgC48M1KpaGJcBiVvh2ZKujysK/LzA9nhKJuwYQpO49Hod5ySFcXhUgLaW8BugZRsOsvCl7zlU26Z2KWek1+tIjrJdaCzfWU5WcZ16tahx0g6DG7e+s41ffLpTc+0cPQn09uD++Umsya2kJDFI7XIGbVR+PbfPGe3081oUuLcAVqZA7kz4uApyT7tHubIOCoxQMAveGAt373d6mQ510+x4zl5VjKKtkbR+aww28NqGQhZMHMHIUB+1y+mTDrOFl78t4M73s2gIUeddq9ND1+KmY92Px1BU08rfbkgl0FvbV7gnu2POaMZG+pFxYRwmD20OhfTVuF01XDdzpNPPu60JEr0hwRs89bA4ApafNklreQ3cHAk6HaQHQoMZjgyhLqvUkcGMLGxE78KXugqw9cKRGNz0/EEj3Qp9YXB3493bZuKu17HmmiTafJ0/wurU5LBaFTYtGkVFfADPXz2FszXSGtZXHm56nv7xZFoDDOw8y/FrQThKRZwf7d7qDOeXd0DcSatyxhpsn+vvMQBHxkaj20CXD1fQGGIgJ02d2Zb2UDw+mMOjA3lowTiXu88xMtSHf9w6g3Yfd9ZcnXR85xlnOePOEQsXLlRqauw3V7zJaKKkro0RAV4uu78R2MajPd31dl3T11kUYN/hJgK8PYgNdv54br0ZmswQf/T7tNYErVYYedI/ZYERojzB7+hGHvvbINYLfE67RNi+dx/EJ3c5R5p27+ccV9PSwZHGdsZG+mPQ6A3kM6lu7qDRaNLEjamBam43U1zbSmywN8E+nr1/QT9s3759taIoC7t7zKnb9SiKwqbCGuYkhmmuNWy42FxYw/VvZbDsxjRVZg1taYTHi2H1FNufnzl6I+238SeO+Vk+zAuC647OAh+XARumQtRpP+NcZbue7pTVtzHnufU8umg8d80do3Y5A2K2WHHX3jY5/VJY1UxihEN+Squ7Xc9HGYfIr2hGp9NxTlL4kAhcRbGtE6GFKcv9sWZfJQZ3PXPHqjO0M8PfdiVbZIROK3xSBZedVsplYfB+pa2LYWsjBLp3DVxXFxvsQ3JUAN/mVqldSr+UNxjZXGh79+vqgQscD9w9ZY088d8cpywy7/B/tQ+2lvDoF3v4x6YiR5/KqUwWhRdW5/OH5XsxWaxql9MniqKwJreSOYlh+HiqM6brroelSbBgNyRvg2sjYKIvLCu3fQAsCoEEL0jMgJ/uh78lqVKqw104IZKskjrqWjvVLqXPnvl6H7e/l0ntEFs/YlNhDe/8UMzvvtzr8OB16HfePzYV8acVuVyQHMGfrph4ymPr/rCO/OX56PQ6fCN8ueLdK/CPdoHBuKM2/PZbpmWW8kX6CB6880ue/+sivIK0fUPhYE0rZfVG7j0vEYCcf+Xw3ePfUb2vmp9u+ynR06OdUseiUNvHyZbEnPi9TgevnWFnl8JVhax6YBVVJVVsenYTcx6Z45hCHWT57cvZv2I/zUnBeJwXQ+7hJpfYuWNbUR0rdh9hyYw4Vlz6CS0VLej0OlLvSiX9gXS1y+szc7uZd+a+g6XDgtVsJfnqZJY8Po+mdhOvbziAxWrlmStTcHPUOsCKopzpY8D+/l2hEv/wCuWu9zOVDpOly+Ptje3Hf7/15a3Kf3/238GczukKVxcq5k6zcuNbW5Xk36xQvvjNarVL6pNDta1Ko7FTURRFqcqtUqrzqpV3zn1HKc8sV7myvrGYLcrLCS8rdQfqlLTUNOX1lNeVqpwqtcvql+LvipXD2w8rSye+prR2mNQup08sFqtyySsblfSnv1UqS+qVw9sPK4qiKO1N7corSa+41P+B1WpVOpo7FEVRFHOnWXlz5ptK6ZZSxWq1Kn/5Jl+Jf3iF8stPshWzxTqY0/SYqw4ZXrBYFb7fX8PFKVEsvT612+m9hoATg3SdrZ1nGHbWpjEXjcHNw43fXzyBdh183uIaO5HGhfgQcHT2X3hyOGHjtH+FdbLybeWEJIYQnBAMOpi4eCJ5y/PULqtf4ufG4x3ijQ6OD/MoGliI5Uz+k13OnvJGHl44noiRQUSl2lomDf4GwpPDaSrX9r5kJ9PpdHj62boVrCYrFpMFdLbP//LCsTx00VgajSaHrUrmkOEFN72Ot26Zjrted8bB9rW/W8vu93djCDRwy/pbHFGKw40b4c95Ve2kpcX0frCKimpaefrrfTzyo/GMCXfhNp/yZgLiAo7/OSA2gPKMchUrGpzKpnbufC+Lu+YmcOkU5wzvDIQOmDcunMtOq7GhuIEj2UeInRWrTmEDZLVYeSPtDeoK65hx74xT6r/v/CQsVsVhwwsOG9P18nDj/Qvep6Wi6wZx5z91PuMvH8/8p+Yz/6n5bHxmI9uWbuO8J85zVDkD0lv9AN8/9T0X1Zu59p5Zzi6vT479HTaNDWRzUiCJr2zHv91yyt/BlXR7Rehi75JOFuZnoLq5gy+zyzUdulelxXJV2qnB2tnSyWdXfcbClxae8s7VFejd9CzZuYT2hnY+/fGnVO2tImLSickqDhvPxcE30m7+9uY+HTf5+sl8dPFHmgvd3urf+d5OClYUcPPam+m0WHl7UxFTY4M0swg72P4OiqLw6QsbODvYm4efu0TtkgYlIDaAptITb2Wbyppc6gbs6dz0Oi6fGs3bm4qoa+0kxNe+TfqDdaTRyPf7q7k6Le6UILKYLHx21WdMvmEyyVd2naDiKryCvIifF0/hqsJTQteRVGu0qy040d+a/1U+YeO1E1R9UbiqkB+e+4HFXy3Gw8c2RvrxtkM88d9czBprIcsubaCkto0rpmp7CKQvYmbEUFtQS31RPSiQ80kO4y7TzsL3A3HFtBjMVoX/7dbe+sB/XpXPH5bnUHHSouuKovDVHV8RlhzG7Adnq1jdwLRWt9LeYPv7mIwmir4tcmr+qLae7tpH1lKTX4NOryMoPoiLl12sVikD8vV9X2PpsPDBhR8AEJsey2/vTeOeD3fwaVYpN8yK7+UZnOfL7HIM7vouM9D2fbGPlfevpK26jY8u/ogRU0dw4+obVaqyb/TuehYtXcQ/F/yTqpIqJvxxAhETXWsNg8+v+5ziDcW01bTxl9i/MO+JeYwf4c8X2eXcNHuU2uUdl32oni+yy7ln3hhigk5MGS/9oZTdH+wmYnIEy6YuA2D+0/NJWuQaDdUtR1r48pYvsVqsKFaFiddOZOwlZ+hRtDOnTgMe6hRF4SdvbKWwqoX1D83TzApq/9hUREVTO48uct23gd1x5WnAp1ux+zBtHRaumR6riRmbiqJw5eubKas3sv6heZragsdFqDsNeLjQ6XT88ZIJ1Ld1snRdgdrlHHf7nNFDLnCHmktSorl2RpwmAhfgq12HyT7UwK8XjJPAtTMJXTubFBPIIwvH86PJ2lj6cVdpAx1m7Ww/LXpW09LBZ5mlmujZDfU1cElKFFenulYrmCuQ0HWAn507htSRwWqXQX1rJ9f+fQvPrcxXuxTRB2v3VfKbz3eTVVKvdinMSQpj6fWp6B3YOjVcSeg6SEuHmd/+Zw9r91WqVsNH2w7RYbbykxlxqtUg+u7SKdEEeLnzzg/qLQ5VUtvKC6vzaet07sLew4mEroN4uunJLK7j8f/m0G5y/tt7k8XKB1tKmJMYpuldWsUJPp7uXDdrJKv2VlBW7/yNHhVF4fGvcnjnhyKajBK6jiKh6yCe7nr+dPlESuuMvL7hgNPPv3JvBRVN7dx29iinn1sM3M2zR6HT6fhgSzfbJDvYt/uqWJ9fzS8vHMuIQG2vmOfKJHQd6KwxYVw2JZrXvztASW1r719gRxvyqhgV6sN541yrh3W4iwnyZuGkEZTVO3cBJWOnhce/ymFspB+3nDXKqecebqRP18Eqm9qZ/+J3nJMUxus3pjntvIqiUNXc4XKbBvbHUOrTPZnJYsXDybsyvLA6n6XrC/nkrnTSE0J7/wLRmx7vQEoDnoNFBnjx159MZUJ0QO8H20mn2Yqnu35IB+5QdixwKxrbifA3OKWD4PKp0fgY3CRwnUCGF5zgwgmRxAR5oygKrQ7e7vlgdQszn/6Wb3IqHHoe4ViZxXWc/dw6Vjn4//HY1jRJkf7cMy/RoecSNhK6TqIoCkv+uZ17P9rh0Ob3Z1bmYTJbmaaBPmExcNPigkgM9+O5VXkOndzy12/3c//H2ZpbpGkok9B1Ep1OR3pCKBvyq/nX9jKHnGPzgRrW5FZyz3mJhPu71vqm4lTubnp+d3EyJbVtDutk2FPWyN82HMDTTT8kdvZ1FfIv7US3zB7FzFEhPPFVDoVVXRdHHwyLVeH/VuwjJsibO+aMtutzC3XMHRvOuWPDeXltgd13DG5qN/HAJ9mE+nryx0sm2PW5xZlJ6DqRXq/jpcVT8fJwY8k/t9Nix/HdzOI6co808fCPxuPl4Wa35xXq+t3FyZgsVrYV1dntOa1WhYc+20VJXRuvXjeNQB9trIY3XEjoOll0kDevXj8NY6eFww3268VMTwhl5QPncGmKNhbaEfYxNtKfLY/M77IW8mCU1RvJLK7j0UXJzJJuBaeTPl2VdJgtGNwHf0VqsSrsLmsYljfOhmqfbk/W5FYyc3SIXdZprmnpINTXUzNLSQ5Bsp6u1hjc3Y7Pdf8o49CAn+elb/dz5eub2VveaMfqHKPOBBfugqQM26/1pq7HlLbDeTsheRtM3AYvO+aeo8spbzByz4fb+eWnO4+3efXX1oO1/GXNfhRFIczPIIGrEgldFZksCofq2nj0iz28t7m431+/OqeCV9cVck1aLBOdOPlioJ49BPODoGCW7ddnu/lZ466DF8fAvpmwNRVeK4dc586g1qSYIG/+eMkE1uVV8dLa/i+Q/0NhDbe+s42v9xyhtVPWV1aThK6KPN31LLsxjYsmRPLYVzn8/bsDfe7hXZ9Xxa8+28WU2ED+dPkkl7hqWV4DtxwdmrxlBHxZ0/WYKAOkHl0Uzd8dkn2gvKP759veDLoNXT+GqhvT47k6LZZX1hbw9qaiPr9W1uVVcvu7mYwK9eWTu9JlJwiVSeiqzNNdz2s3pHLx5CieWZnHA5/s7PVr8iuaue3dTGKDvVl2U5rLdCtUdtpCFWy/VnUzvHCyYiNkt8As7V/EO4VOp+P/rpjEBcmRPLkilx2HGnr9mme+3sft72aRGOHHxz9NJ8xP+rfVJj/yNMDDTc+r101j9phQQn09AahqaudgTSuTYgLx9XSjrN7IztIGLp0SzbgR/rx63TQunBCpucC9YCdUdNNS+lRC/56nxQxX5cBLiRDQw6s0zR+y5vW3Qtfm5eHGmzensfVgHWnxtpun/95exsToAMZF+mOyWsk70kxUoBcRAV5MjAnk7nlj+Pn5SXh7auu1MlxJ94JGfZhRwu++2ItOByE+ntQebY7f+tv5LrvW6bgM2DDVdpV7pAPm7YT8WV2PM1nhkj2wIAQePMOmF8Ote6E7da2dpD65BoAAL3eMJgsmi8Jjl07gtrNlkoyKZJUxV3Px5Ciig7zZXdpIaX0bKbGBpCeEEhngum8PLwuD9yrgkXjbr5eHdT1GUeCOfNtY7pkCV9iE+Hqy6eHz2HqwjqziOgJ9PJgSG8T0UcOvhdBVyJWucJpaE1ybA4c6YKQB/jURQjzgcAfcmQ9fp8CmBjhnJ0z2PXHD4ekEWNRND79c6QoN6/FKV0JXuCwJXaFhMjlCCCG0QEJXCCGcSEJXCCGcSEJXCCGcSEJXCCGcSEJXCCGcSEJXCCGcqLc+XSE0S6fTrVIUZaHadQjRHxK6QgjhRDK8IIQQTiShK4QQTiShK4QQTiShK4QQTiShK4QQTvT/rcFBfaKtpS4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = np.linspace(-np.pi, np.pi, 100)\n",
    "y = np.sinc(x)\n",
    "plt.plot(x, y, '--')\n",
    "\n",
    "xaxis = ax.xaxis  # axis为X轴对象\n",
    "yaxis = ax.yaxis  # axis为X轴对象\n",
    "xaxis.set_tick_params(direction='in', length=6, width=2, colors='purple', grid_color='r', grid_alpha=0.5)\n",
    "yaxis.set_tick_params(direction='in', length=6, width=2, colors='deepskyblue')\n",
    "xaxis.set_ticks_position('bottom')\n",
    "yaxis.set_ticks_position('left')\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.spines['left'].set_position(('data',0))\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Tick容器\n",
    "\n",
    "构造函数如下：\n",
    "\n",
    "```python\n",
    "matplotlib.axis.Tick(\n",
    "    axes, loc, label=None,\n",
    "    size=None,  # points\n",
    "    width=None,\n",
    "    color=None,\n",
    "    tickdir=None,\n",
    "    pad=None,\n",
    "    labelsize=None,\n",
    "    labelcolor=None,\n",
    "    zorder=None,\n",
    "    gridOn=None,  # defaults to axes.grid depending on\n",
    "                  # axes.grid.which\n",
    "    tick1On=True,\n",
    "    tick2On=True,\n",
    "    label1On=True,\n",
    "    label2On=False,\n",
    "    major=True,\n",
    "    labelrotation=0,\n",
    "    grid_color=None,\n",
    "    grid_linestyle=None,\n",
    "    grid_linewidth=None,\n",
    "    grid_alpha=None,\n",
    "    **kw  # Other Line2D kwargs applied to gridlines.)\n",
    "```\n",
    "\n",
    "同样，`Tick` 也有两个子类 `XTick` 和 `YTick`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:28:35.063900Z",
     "iopub.status.busy": "2021-11-21T15:28:35.063373Z",
     "iopub.status.idle": "2021-11-21T15:28:35.217558Z",
     "shell.execute_reply": "2021-11-21T15:28:35.216855Z",
     "shell.execute_reply.started": "2021-11-21T15:28:35.063865Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hHilaSuBSMLEtawG384CnC0ydvTcukWKjBC4FU3biOdQsXUNwxuGuQ9krUFVLrHW91seUoqQELgVjfD78k2owgaDrUPYKTJ0N0W7ibZtdhyIyZErgUjC7Hvop7ZHfuA5jH73j8XENo0gRUgKXgul84QG6XnnCdRj76L0jJrZlndtARIZBD/JIwVRd/zQ2EXcdxj4CU2aBMclH/EWKjHrgUlDG53cdwj5MIIR/8gzdSihFSQlcCqK7qZGtP/4i0eY1rkPZz8RL/pXyBUtchyEyZErgUhDR996g86UHMT7vjdqV1Z9FyZwTXIchMmRK4FIQsS1rwR9ILmXmMfG2ZjqXP4SNdrsORWRIlMClIOJb1hKonIXxe68H3vVGhK23fEFPZErRUQKXgoi1rMXvoUfo+yo96lNMveFZTz3iLzIYSuBSELEt3pkHPJ1/XCUlc+oxoVLXoYgMiRK45F2iYyeJ3Vs9m8ABOp6/n86XH3EdhsiQKIFL3sU2NwEQqK5zHMnAdv3xX9nz6FLXYcgoZiIsMBHeNhGaTISrM5Q7wUSImwify1anErjkXXTzagCCNd5N4IHqQ/bGKZJrJoIfuBVYCMwDzjcR5g1Q7mbgscHUqwQu+ReL4Z9yEAGPLOTQn2B1HfGW9dhYj+tQZHSaDzTZMO/aMD3AMmBRP+W+Cfwn0DKYSpXAJe/Ghr9Mza1vefoiYaC6DmxCtxLKsDU0NFBfX099fT1AZdru6cCGPtsbU+/tZSJMB84BBj2WpwQuQnIIBSCmYRQZpsWLF9PY2EhjYyPA1rTdpp9DbNr2T4GrbJhBz/imBC55Za2l+eqPsOeJ212HklGgeg4A0U1K4JIXG4GZfbZnAJvSytQDy0yEdcDngF+aCJ/NVKn3HouTUcVGuwhMmYUpq3AdSkb+8kn4KiqJeXCyLRkVlgN1JkIt8D5wHvClvgVsmL0XiUyEO4E/2TD/lalSJXDJK1+ojMorf+c6jEEJ1MzREIrkhQ0TMxEuI3l3iR+4w4ZZaSIsSe0f1j2sSuCSVzaRwPiKY6QuMG0O3a896ToMGaVsmIeBh9Pe6zdx2zAXDabO4vhkSdHa+btr2PSNQ4ti1fcJX76eaT97zXUYIoOmHrjkVWzzakyorCh64f7xU12HIDIk3v9USVGLbm7y9CP0fSXa22i75/t0v/W861BEBkUJXPLGJhLEmtcQTN2i53mBELsfuZWedRpGkeKgIRTJm/i2DRDtLpoeuK9kDDN+s81zCy+LDEQ9cMmbvbMQengSq3RK3lJMlMAlb3qfagxOO8RxJIPX/twyWm/OOouniCcogUvexDavxpSMxTex2nUog5Zoa6FrxZ+J797mOhSRrJTAJW9izWsI1NRhTH/z+HhT73CPnsiUYqCLmJI3pUefxv4TrnlbYFryjpnYpiZK5p7kOBqRzJTAJW8qzvyG6xCGLDB1Nvj8Wp1HioKGUCQvEl3tJPbscB3GkJlAkED1HGIb3nQdikhWSuCSF52ND/H+JTVEN65yHcqQBWceQVQJXIqAErjkRejg4xj/5esJFNEthL2Cs44k1rKWRFe761BEMlICl7wI1sxl3NlXYAIh16EMWXDWEWAt0Y3qhYu3KYFLXnS9ESG+c1ALa3tO6KAPEZx1JLa703UoIhkpgUvOJTp20frPC2l/6i7XoQxLoKqWaT9eTukRH3MdikhGSuCSc9ENK4HUUISI5I0SuORc9L1UAp9ZvAl81x9/wuYrjnMdhkhGSuCSc9H33sCUVeCfMst1KMMWmHIQJXNPwsZ6XIciMiA9iSk5F93wJsGZ84pqDpR0Y07+HGNO1qyE4m3qgUtOWWuJvreS4KwjXYcyYjaRING1x3UYIgNSApecSuzYTGLP9lFxAXPzt46g7c7vuA5DZEBK4JJTPb0XMEdBDzwwdTbR995wHYbIgJTAJad6E15w5jzHkYxccOY8ohtWYRMJ16GI9EsXMSWnxp56AaGDPoS/YrLrUEYs+TRmO/GWdQSmHew6HJH9qAcuOeUfP5XSoz/lOoyc6B3H79EwiniUErjkjI3H2PXQT4m+/7brUHKidxio98EkEa9RApeciW1Zy87ffI+e1ctdh5ITvtJyAlUHE133qutQRPqlMXDJmWBNHTW3b8AES1yHkjOhOfV0r3rOdRgi/VIPXHLKP64SX1mF6zByJjT3ROLbNxHbusF1KCL7UQKXnNlxxxV0PH+/6zByqvSY05lw0S2YUJnrUKTImQgLTIS3TYQmE+HqfvZfYCK8lvp63kQ4OludGkKRnEh07mbPY0vxlU9yHUpOBavnEKy+zHUYUuRMBD9wK3AasBFYbiI8aMP0XfZpLXCqDbPDRFgINAAnZqpXPXDJiZ41K8BaQnMz/r4VpfiOzXS9/lfXYUhxmw802TDv2jA9wDJgUd8CNszzNsyO1OYLwIxslSqBS070vPMSACVz6h1Hknu7H/oZrTedo6llJaOGhgbq6+upr68HqEzbPR3oeyFlY+q9gfwt8Ei2NjWEIjnR/c6LBKYfiq98outQcm7saZdSdvLnwOd3HYp42OLFi1m8eDEAxpitabv7m1vZ9lePifBxkgn8lGxtKoHLiFlr6Vn9EmXHn+k6lLwIVs9xHYIUv43AzD7bM4BN6YVMhKOA24GFNsy2bJVqCEVGLL5lLYndWwnNne86lLzpfPlR2p/5reswpHgtB+pMhFoTIQScBzzYt4CJMAv4A/AVG+adwVSqBC4j1v3OiwCE6kZvAm+P3M3O+/7ZdRhSpGyYGHAZ8BiwCvi9DbPSRFhiIixJFbsGmAz80kR4xURozFavhlBkxHpWv4gpLR8VU8gOJFQ3n84XHiDe1ox/wjTX4UgRsmEeBh5Oe29pn9eXApcOpU71wGXkgiWUHnM6ZhRf5CtJ/XUxWuZ5kdFBPXAZsYkX3uw6hLwLHnws+IN0v/MiZSd8xnU4IoB64DJCNh5zHUJB+EJlhGqP1sRW4ilK4DIibfd+n+arPnxALDtWeszp9KxeTnx31ru7RApCCVxGJFR7DKVHn4bxjf5fpdJjzwCboOvVJ1yHIgJoDFxGaOxHz3cdQsGEDqnHN24KXS8/ythTznMdjoh64DJ80U2rie9Kf2J49DI+H6XHnE58Z4vrUEQA9cBlBNru/Adireup/rdXXIdSMJO+thTj18dGvEE9cBmWRFc7XSufpvTo01yHUlC9ydvafuchEikoJXAZlu6VT0O0m7LjFroOpeB2LruWlms+6ToMEQ2hyPB0vvwoprScksM/4jqUgvNPnU2ovQ2biI/qp0/F+5TAZcistXS9/AilH/r4qFqBfrDKP3GR6xBEAA2hyDBEN6wkvm0jpQfg8Ekvm0gQ3bTadRhygFMClyFrj/wG/IFRu4DDYOxcdi3NVx6vWwrFKSVwGZJETycdkXsoO+Fs/BOqXIfjzNhTL4B4lPa/3u06FDmAKYHLkPQ0NZLo3EX56f/HdShOBacfSskRH2PPX351QMwDI96kBC5DUjrvo9TctpqSI051HYpz5addSrxlHV2vPek6FDlAKYHLoNlEHAD/hGkY098i2weWsvmL8I2bQvsT/+E6FDlAKYHLoLX9+kpab1ikpxBTTCDE2E98lc4VDxPbttF1OHIAUgKXQQvUzCU4+yj1vvso/+QlkIjT/tRdrkORA5Ae5JFBq1j4ddcheE6gqpbSo09jz+MNVHz6m/jGjHMdkhxA1AOXrOI7NrPnL3fsHQOXfY374jWYUBmxlrWuQ5EDjHrgklXbvT+g4/n7KT3qEwSmznYdjueUzKmn+udvaJpZKTj1wCWj7rf+m45nfkvFZy5X8s7A+APYaDftT9+ri7xSMErgMiCbiLPjV1fgnzydced813U4ntf+3H1sv/VSet5+3nUocoDQ33wyoF3330h0/WtM/vY9+ErHug7H88aeegGBqoMpOezAm2JX3FAPXPq154nb2XX/9Yz52JcoO+lc1+EUBePzUzrvFAC6Vz1HfPc2xxHJaKcELvvpePG/2HH731N67AImLVmq+76HKLFnB603/Q1bbzqHRFe763BkFFMCl310Ny1n28++SqjuBCZfcS8mEHQdUtHxlU9k0jf+g56mFWz98ReJ79nuOiQZpZTAZR/BmrmUHXsGlVf/AV/JGNfhFK0x889m4pLb6F75NM1XHk/n/z7mOiQZhZTAha43n6X1pnOx0W58Y8ZT+Z3f4y+f5Dqsolf+8QupuuFZ/OWT2XrjZ9l+2xKt4iM5pQR+ALLxGD3v/u/e1WRsx05iW9YS37HZcWSjT6j2GKpu+m8qFl1J+zP30nz5UbT880KizWtchyYFZiIsMBHeNhGaTISr+9lvTISfp/a/ZiIcl61O3UY4CllrsR07SbS3kdizg3hbM7GW9cRb19Oz7jV6Vr+E7drDuHOvYvx511J63JlMO+5MjE//n+eDCZYw4YJ/oeLTl9H+1N20P7cM/7hKAPY83kDPuteZtPgXAEQ3N0E8hq98Ar4xEyBYoovIo4CJ4AduBU4DNgLLTYQHbZg3+xRbCNSlvk4Ebkv9O6C8JfD2Z3/HrgduyVqu8h/uI1hTt7d81XVP4Rs7gd1//gV7nvx11uP7lm+P/IZpt7wEQNtvr6Gz8U8ZjzX+wD7le9asYOoP/wzA9qVfp/udFzIe759YvU9529PB5G/dCcDWH30+ay8rNPuoveVbf/R5AlNmMfHinwCw5funkujYmSzY+2SftYAFa7E2QenRpzHp0p8BsPlbR1J20jlM+NJ12O4O3r+4ev/vN1hKYPqhjD31AkKHfpjSIz6WfF+JuyD8E6Yx7tzvUnHOd/Ym5XhbC7H339pbZkfDZXSvfPqDg4zBBEsxwVIIBDE+P4HqOUy99nEAtv3iErCWyd9KflZab1hErHV9n1b3T/6hOfVM/kZyDvPWG88hOOMwJnzlRgCav/cRbHdnxu+j7Ngz9ik/5qRzGbfoShLdHWz53ilZz8PYUy/Yp3zFZy6n/OMXEmtZT+tN52Q9Pr38hC9fT9lxC+luWs72X/5d1uPTy0/6+v+jZM4JdL78CG33fB8AX1k5Vdc/k7WuIZgPNNkw7wKYCMuARbBPAl8E3G3DWOAFE2GCiVBtwwz4p3HeErivfBLBGYdlLWeCoX3L+/zJ7fFTBnX8PuWnf1DeP6km6/HG98G3759UQ6A3YQL+ypkEO9oyNz1uyj7lbbTrg+1pB0OWOzj8Uw7a+zow7WD8Ez9IusHph5Ho7nMLWuoDbzDg84HxEayZu3d32QmfIVR7TLJMyRgmXHgzZuwEfGPH459QRWDqbHzjpipZe0DfHvX4L/wA+MEH21/8IfFtlyT/emrfie3p/OArHodEDF+q9w4QqK4DPnh0P1BThymrSG4M8Eh/YMqsD15POxj/pJq928GaQ/f5Pe5Penn/+Kreb2xQn9n08v6K5PUWEwgO7vi08r7U9+srGTuo49PL+0qSD6n5xozbe7wJDf0CfkNDAw0NDb2blWm7pwMb+mxvZP/edX9lpsPACdxkmrehvr7eNjY2Zo5aRET2YYxZYa2t37sd4fPAGTbMpantrwDzbZhv9inzZ+BGG+a51PaTwHdtmBUDtaPumIhI/m0EZvbZngFsGkaZfSiBi4jk33KgzkSoNRFCwHnAg2llHgQuTN2NchKwM9P4N+guFBGRvLNhYibCZcBjgB+4w4ZZaSIsSe1fCjwMnAk0AR3Axdnq1Ri4iEiOpY+B54uGUEREipQSuIhIkVICFxEpUkrgIiJFKuNFTGNMK7B+wALZVQJbR3B8viiuoVFcQ6O4hmY0xnWQtXZK9mIjkzGBj7hyYxoLcSV2qBTX0CiuoVFcQ6O4hk9DKCIiRUoJXESkSOU7gTdkL+KE4hoaxTU0imtoFNcw5XUMXERE8kdDKCIiRUoJXESkSI0ogRtjPm+MWWmMSRhj6tP2fc8Y02SMedsYc8YAx08yxjxhjFmd+nfiSOLJEOd9xphXUl/rjDGvDFBunTHm9VS5vM/iZYy51hjzfp/Yzhyg3ILUeWwyxuy3GGoe4rrFGPOWMeY1Y8wDxpgJA5TL+/nK9r2bpJ+n9r9mjMm6EGyO4pppjPmrMWZV6jPw9/2UCRtjdvb5+V5ToNgy/lxcnDNjzKF9zsMrxphdxpjL08oU5HwZY+4wxrQYY97o896gclGhP4tZWWuH/QUcDhwKRID6Pu/PA14FSoBaYA3g7+f4HwFXp15fDdw8kngGGfNPgGsG2LcOqMx3DH3auxb4hyxl/KnzdzAQSp3XeXmO63QgkHp980A/l3yfr8F87ySn33yE5OKPJwEvFuhnVw0cl3pdAbzTT2xh4E+F+n0a7M/F1TlL+7k2k3zYpeDnC/gYcBzwRp/3suYiF5/FbF8j6oFba1dZa9/uZ9ciYJm1tttau5bk/LbzByh3V+r1XcBnRxJPNia5GOEXgN/ls50cSy6Gau271toe2LsYat5Yax+31sZSmy+QXBnEhcF878mFYJNeACYYY/Zf0TnHrLWbrbUvp17vBlaRXL+wGDg5Z318ElhjrR3JU97DZq19Btie9vZgclHBP4vZ5GsMfKDFOdNVWWs3Q/IDAUzNUzy9PgpssdauHmC/BR43xqwwxizOcyy9Lkv9GXvHAH+2DfZc5sslJHtr/cn3+RrM9+76/GCMmQ0cC7zYz+4PG2NeNcY8Yow5okAhZfu5uD5n5zFwJ8rF+YLB5SLX520/WVfkMcb8BZjWz67vW2v/ONBh/byX1/sVBxnn+WTufX/EWrvJGDMVeMIY81bqf+u8xAXcBlxH8txcR3J455L0Kvo5dsTncjDnyxjzfSAG3DtANTk/X+lh9vNe+vde8N+1fRo3phz4T+Bya+2utN0vkxwm2JO6vvFfQF0Bwsr2c3F2zowxIeBs4Hv97HZ1vgbL6e9af7ImcGvtp4ZR72AX59xijKm21m5O/QnXMoy2gOxxGmMCwLnA8Rnq2JT6t8UY8wDJP5lGlJAGe/6MMf8B/KmfXUNe6DQXcRljvgqcBXzSpgYA+6kj5+crTV4Wgs0VY0yQZPK+11r7h/T9fRO6tfZhY8wvjTGV1tq8Ttw0iJ+Ls3MGLARettZuSd/h6nylDCYXuTxv/crXEMqDwHnGmBJjTC3J/0VfGqDcV1OvvwoM1KPPhU8Bb1lrN/a30xgz1hhT0fua5IW8N/ormytp447nDNBecjFUY2pTvZf+FkPNdVwLgKuAs621HQOUKcT5Gsz3nlwINim5EGzqT+F8Sl1P+RWwylr7rwOUmZYqhzFmPsnP27Y8xzWYn4uTc5Yy4F/BLs5XH4PJRQX/LGY1wqu555D8X6kb2AI81mff90lesX0bWNjn/dtJ3bECTAaeBFan/p2Ur6u1wJ3AkrT3aoCHU68PJnlV+VVgJcmhhHxfDf8N8DrwGslfhOr0uFLbZ5K8y2FNgeJqIjnW90rqa6mr89Xf9w4s6f1Zkvyz9tbU/tfpczdUns/RKST/fH6tz3k6My22y1Ln5lWSF4NPLkBc/f5cPHLOxpBMyOP7vFfw80XyP5DNQDSVv/52oFzk+rOY7UuP0ouIFCk9iSkiUqSUwEVEipQSuIhIkVICFxEpUkrgIiJFSglcRKRIKYGLiBSp/w9bS81KkkhougAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import matplotlib.ticker as mticker\n",
    "\n",
    "x = np.linspace(-10, 10, 100)\n",
    "y = np.exp(-x**2/2)\n",
    "fig, ax = plt.subplots()\n",
    "line, = ax.plot(x, y)\n",
    "line.set_ls('-.')\n",
    "line.set_color(plt.cm.Oranges(0.7))\n",
    "\n",
    "# 设置ticker的显示格式\n",
    "formatter = mticker.FormatStrFormatter('%1.1f')\n",
    "ax.yaxis.set_major_formatter(formatter)\n",
    "\n",
    "# 设置 ticker 的参数，右侧为纵轴的主轴，只在右侧显示纵轴刻度，纵轴刻度标签颜色为 deepskyblue\n",
    "ax.yaxis.set_tick_params(which='major', direction='in', labelcolor='deepskyblue', left=False, labelleft=False, right=True, labelright=True);\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四. 思考题\n",
    "### 1. primitives 和 container 的区别和联系是什么？\n",
    "\n",
    "- container 是容器，有 `Artist`、`Figure`、`Axes`、`Axis`、`Tick` 等；\n",
    "- 而 primitives 是容器里面的元素，有 `Line2D`、`Patch`、`Wedge`、`Circle`、`Rectangle` 等；\n",
    "\n",
    "- 元素位于容器内部，元素从属于容器，我们可以通过容器的方法来设置元素的属性，而不能同元素来操作容器。\n",
    "\n",
    "### 2. 四个容器的联系和区别是么？他们分别控制一张图表的哪些要素？\n",
    "\n",
    "四个容器分别为 `Figure`, `Axes`, `Axis`, `Tick`。\n",
    "\n",
    "- Figure：顶层级，容纳所有绘图元素。\n",
    "- Axes：包含许多图形元素: **Axis, Tick, Line2D, Text, Polygon** 和 **Tick** 等。\n",
    "- Axis：Axes 的下属层级，用于处理所有和**坐标轴、网格**有关的元素。\n",
    "- Tick：Axes 的下属层级，用来处理所有和**刻度**有关的元素"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 五. 绘图题\n",
    "\n",
    "### 5.1 使用提供的drug数据集，画出下面折线图。PA加粗标黄，其他为灰色。图标题和横纵坐标轴标题，以及线的文本暂不做要求。\n",
    "\n",
    "<img src=\"https://img-blog.csdnimg.cn/20210523162430365.png\" style=\"zoom:0.6;\">\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:27:50.115136Z",
     "iopub.status.busy": "2021-11-21T15:27:50.114726Z",
     "iopub.status.idle": "2021-11-21T15:27:50.327596Z",
     "shell.execute_reply": "2021-11-21T15:27:50.327057Z",
     "shell.execute_reply.started": "2021-11-21T15:27:50.115105Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YYYY</th>\n",
       "      <th>State</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>SubstanceName</th>\n",
       "      <th>DrugReports</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>VA</td>\n",
       "      <td>ACCOMACK</td>\n",
       "      <td>Propoxyphene</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010</td>\n",
       "      <td>OH</td>\n",
       "      <td>ADAMS</td>\n",
       "      <td>Morphine</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>PA</td>\n",
       "      <td>ADAMS</td>\n",
       "      <td>Methadone</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010</td>\n",
       "      <td>VA</td>\n",
       "      <td>ALEXANDRIA CITY</td>\n",
       "      <td>Heroin</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010</td>\n",
       "      <td>PA</td>\n",
       "      <td>ALLEGHENY</td>\n",
       "      <td>Hydromorphone</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24057</th>\n",
       "      <td>2017</td>\n",
       "      <td>VA</td>\n",
       "      <td>WYTHE</td>\n",
       "      <td>Codeine</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24058</th>\n",
       "      <td>2017</td>\n",
       "      <td>VA</td>\n",
       "      <td>WYTHE</td>\n",
       "      <td>Hydrocodone</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24059</th>\n",
       "      <td>2017</td>\n",
       "      <td>VA</td>\n",
       "      <td>WYTHE</td>\n",
       "      <td>Tramadol</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24060</th>\n",
       "      <td>2017</td>\n",
       "      <td>PA</td>\n",
       "      <td>YORK</td>\n",
       "      <td>ANPP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24061</th>\n",
       "      <td>2017</td>\n",
       "      <td>VA</td>\n",
       "      <td>YORK</td>\n",
       "      <td>Heroin</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24062 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       YYYY State           COUNTY  SubstanceName  DrugReports\n",
       "0      2010    VA         ACCOMACK   Propoxyphene            1\n",
       "1      2010    OH            ADAMS       Morphine            9\n",
       "2      2010    PA            ADAMS      Methadone            2\n",
       "3      2010    VA  ALEXANDRIA CITY         Heroin            5\n",
       "4      2010    PA        ALLEGHENY  Hydromorphone            5\n",
       "...     ...   ...              ...            ...          ...\n",
       "24057  2017    VA            WYTHE        Codeine            1\n",
       "24058  2017    VA            WYTHE    Hydrocodone           19\n",
       "24059  2017    VA            WYTHE       Tramadol            5\n",
       "24060  2017    PA             YORK           ANPP            1\n",
       "24061  2017    VA             YORK         Heroin           48\n",
       "\n",
       "[24062 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>State</th>\n",
       "      <th>YYYY</th>\n",
       "      <th>KY</th>\n",
       "      <th>OH</th>\n",
       "      <th>PA</th>\n",
       "      <th>VA</th>\n",
       "      <th>WV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>10453</td>\n",
       "      <td>19707</td>\n",
       "      <td>19814</td>\n",
       "      <td>8685</td>\n",
       "      <td>2890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011</td>\n",
       "      <td>10289</td>\n",
       "      <td>20330</td>\n",
       "      <td>19987</td>\n",
       "      <td>6749</td>\n",
       "      <td>3271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012</td>\n",
       "      <td>10722</td>\n",
       "      <td>23145</td>\n",
       "      <td>19959</td>\n",
       "      <td>7831</td>\n",
       "      <td>3376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013</td>\n",
       "      <td>11148</td>\n",
       "      <td>26846</td>\n",
       "      <td>20409</td>\n",
       "      <td>11675</td>\n",
       "      <td>4046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014</td>\n",
       "      <td>11081</td>\n",
       "      <td>30860</td>\n",
       "      <td>24904</td>\n",
       "      <td>9037</td>\n",
       "      <td>3280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015</td>\n",
       "      <td>9865</td>\n",
       "      <td>37127</td>\n",
       "      <td>25651</td>\n",
       "      <td>8810</td>\n",
       "      <td>2571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>9093</td>\n",
       "      <td>42470</td>\n",
       "      <td>26164</td>\n",
       "      <td>10195</td>\n",
       "      <td>2548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017</td>\n",
       "      <td>9394</td>\n",
       "      <td>46104</td>\n",
       "      <td>27894</td>\n",
       "      <td>10448</td>\n",
       "      <td>1614</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "State  YYYY     KY     OH     PA     VA    WV\n",
       "0      2010  10453  19707  19814   8685  2890\n",
       "1      2011  10289  20330  19987   6749  3271\n",
       "2      2012  10722  23145  19959   7831  3376\n",
       "3      2013  11148  26846  20409  11675  4046\n",
       "4      2014  11081  30860  24904   9037  3280\n",
       "5      2015   9865  37127  25651   8810  2571\n",
       "6      2016   9093  42470  26164  10195  2548\n",
       "7      2017   9394  46104  27894  10448  1614"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.text as mtext\n",
    "import numpy as np\n",
    "\n",
    "# 导入数据集并转成方便作图的格式\n",
    "df = pd.read_csv('https://gitee.com/datawhalechina/fantastic-matplotlib/raw/main/data/Drugs.csv')\n",
    "display(df)\n",
    "group = df.groupby(['YYYY','State']).agg('sum').reset_index()\n",
    "df2 = group.pivot(index='YYYY', columns='State', values='DrugReports').reset_index()\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-21T15:27:54.066463Z",
     "iopub.status.busy": "2021-11-21T15:27:54.065683Z",
     "iopub.status.idle": "2021-11-21T15:27:54.206631Z",
     "shell.execute_reply": "2021-11-21T15:27:54.206053Z",
     "shell.execute_reply.started": "2021-11-21T15:27:54.066426Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context(\"seaborn\"):\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    for idx in range(1, 5):\n",
    "        x = df2.iloc[:, 0]\n",
    "        y = df2.iloc[:, idx]\n",
    "        color = \"gray\" if idx != 3 else \"orange\"\n",
    "        lw = 1.6 if idx != 3 else 4.0\n",
    "        line, = ax.plot(x, y, c=color, lw=lw)\n",
    "        ax.text(2017+0.06, y.iloc[-1]-150, s=y.name, fontsize=9, color=color)\n",
    "\n",
    "    ax.set_xlim(2009.7, 2017.3)\n",
    "    ax.set_xticks(df2.loc[:, \"YYYY\"].values)\n",
    "    ax.set_xlabel(\"Year\")\n",
    "    ax.set_yticks(range(10000, 50000, 10000))\n",
    "    ax.set_ylabel(\"DrugReports\")\n",
    "    ax.set_title(\"Evolution of PA vs other states\", loc=\"left\", color=\"orange\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 分别用一组长方形柱和填充面积的方式模仿画出下图，函数 $y = -(x - 2)(x - 8) +10$ 在区间 $[2,9]$ 的积分面积\n",
    "\n",
    "<div>\n",
    "    <img src=\"https://img-blog.csdnimg.cn/20201126105910781.png\", style=\"zoom:0.8;\">\n",
    "    <img src=\"https://img-blog.csdnimg.cn/20201126105910780.png\" style=\"zoom:0.8;\">\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-23T09:00:56.440702Z",
     "iopub.status.busy": "2021-11-23T09:00:56.440295Z",
     "iopub.status.idle": "2021-11-23T09:00:57.065062Z",
     "shell.execute_reply": "2021-11-23T09:00:57.064289Z",
     "shell.execute_reply.started": "2021-11-23T09:00:56.440670Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+r3Hjxqxdu5atW7eybt06PDw86NixI2fPni30NRkZGRiNxgI3YSU//YTauTNcuUJWw4Zc3bKFbBs7FX0nJk9PctatwzRlivbA9OmkTJhATna2vsFEkaSGOIisLNQxY2DePO149mz44ANUO9vHJ7NDB9R9+6BOHThzBtq3R42I0DuWuAOpIw7i8GHUjh1Rzp8no1YtzqxZQ3LuBu72QnV3J3LmTKLNZ4TefBPGj4ecHH2DOTmrdoZWr17N8OHD7zjftl27dowYMYKWLVvSuXNnvvjiCxo2bMjSpUsLfc2cOXPw9vbOu9WuXdvS8QXArl3QuzdKYiLJ99/PyQ8+4IrBgMlk0jtZybm4kLNgAZdCQwGo9N//wnPPaQtCCJskNcQBZGXB8OEoH3+MajAQPXs2V0aPtouR3H8yGAwoTZsS9cUXpDdpArGxKD16gJw9sGlSRxzAwYOoPXqgXLtGauPGnFmzhsw6dfROVTqKQswzzxD56quoBgOsXg3/+pd0iHRktc7QTz/9xOnTpxk/fnyJX+vi4kKbNm2KHI0JCwsjMTEx7xYVFVWWuOJ2du/W5uWmpWHq04e/li8nx8tL71Rldm3ECC6+/jqqomBYuVLbFE06RDZHaogDyM7W9gz68ktwc+Py0qXE9Olj01PiiiPF25vTK1eS1qKFttdajx5w5IjescRtSB1xAL/+ihocjGI0kvTAA5z98EOyq1fXO1WZxfXvz4XZs7UO0SefwKhRWs0U5c5qnaFVq1bRqlUrWrZsWeLXqqpKREQE/kVclO/u7o6Xl1eBm7CgPXvyOkL06UPOF1+gOtCKOjcef5zImTNRFUVb2nfyZJm3a2Okhtg5c0foiy/AzQ02bSK5e3e9U1mMqUoVov77X2jXTtthvmdPkClzNkfqiJ07dCivI5QcFMS5JUswVaqkdyqLSejVi/Nz56K6usLnn8OYMTI4q4MSd4aSk5OJiIggIrfonz9/noiICCIjI/OeYzQa+fLLLwsdiRk1ahRhYWF5x7NmzWL79u2cO3eOiIgIxo0bR0REBBMnTixpPGEJR4+iPvoopKaS0bUr0cuXk+Pmpncqi7vRty9Zq1ZpHaIVK0gKDSVHTlNbndQQJ6CqqE8/DRs2aB2hjRu1jVUdjEu1aqjffw8dOkBCAvTpg/r333rHcgpSR5zAyZOoffrkTdP/e+lSTBUr6p3K4hJ79OD8vHlah+izz+CFF2RwtpyVeGntw4cP0z3f6F5o7vUXo0ePZu3atQCsX78eVVUZVsjyxZGRkbjk2xU4ISGBCRMmEBMTg7e3N0FBQezdu5e2bduWNJ4oq3Pn4OGHUZKTSWrdmr/nzEFNSMDb11fvZFaRPWQIMX/9RZ3Zs6myeDE5devC1Kl6x3JoUkOcwOuvo6xejeriwuV33sGlVStsa9FsyzAYDCje3kSuWIHP4MF4nD6NEhwMP/8MsjyzVUkdcXBXrmgdoRs3SGnWzGE7QmaJ3btzcdYs6s2YoW0/4OMDM2boHctplLgz1K1bN9Q79FgnTJjAhAkTCv347t27CxwvWrSIRYsWlTSKsLRr17R9hK5eRW3enHPvvONQU+MKEzdwIK7x8QSsWIHhhRfA3x/MO0YLi5Ma4uDef19bIQmIef11rnXqRFU7v0boTlIrVODskiU0Gj+eCufOaXX0p5+gShW9ozksqSMOLDERQkJQIiNJr1OHc+++61BT4woTHxKCa0ICtebPh1df1TpEsg9RubDqanLCjqSlQd++cPYs1K1L9tdfY3KiP+RXx48nduhQ7WD0aDh4UN9AQtijr7/WFiQBeO01EgcP1jdPOcq++27tGiJfX/jtN20/M5l2K0TJZGVB//7w++9kVa/O3++9R3a1anqnKjfXhg0jJndap/rss7Bzp86JnIN0hoQ2N3XCBK0DcNdd8P33YGM7wVudonD5xRcxPfIIZGRAv34gqwIJUXwnTmgdAJMJxo2DmTP1TlTusurUga1bwcMDvvkG8l2PIoQohhdegJ07yalYkb+XLCGzZk29E5W76Gee4UZICEp2NurAgdogtbAq6QwJWLgQPv0U1WAgbuVKor29nXMhAYOBzDVryGrSBGJiyHr4YXJkAz0h7uzGDdTHH4fkZOjaFVassMt9hMrK1dUVtU0bbd8QgPnzUdes0TeUEPbiww/hvfcAuPDWW6Q1aaJzIJ0oCpGvvUZKs2Yo8fHarJ2EBL1TOTTpDDm77dth+nQALr34IpH33ktMTIx9bqpqAaZKlTgzfz5Z1arh9scfKOPGyaouQhQlOxuGDkX5+2+ya9bk7OzZXLl2Te9UujAYDCiKwoX27bmeuwKZ8vTT8MsvOicTwsb9/DPqpEkAXHn2WYxdu+ocSF+quzvnFi4k09cXTp+GYcNkyW0rks6QMzt3DoYOBZMJ05gxXJdFAwDIDAjg/IIFqK6uuHz1FSxbpnckIWzXjBkQHg4VKxK1dCnJnp52v6lqWaWnpxM1fjxJvXpp10AMHgxxcXrHEsI2RUejDhiAkpVFfM+eXB03Tu9ENiG7Rg3OLVqEycNDu3xh9my9Izks6Qw5q8xMbcW0hAR48EFyli51ymkthUkJCuKyeYntF1+UBRWEuJ1vv4W339bur1lDhrNOa7kdFxeiZ8+GBg206w9HjpSRXSH+KScHhg9HuXqVtHvvJXLmTGmL5JPWuDFRL78MgPr66/DjjzonckzSGXJWL78Mhw9DtWraDvHu7nonsjnXhg3D9MQT2sjuoEEysitEfpcuwahR2v3Jk7WzH6IAU+XK8NVX2oIK330Hc+boHUkI2/Kf/8CuXeR4enL+7bcdei+h0rrx2GPEPf44ismE+uSTcOWK3pEcjnSGnFDOli2Qu5fCjYULyXHC1VqKRVHIXLmS7Pr1ISqK9KFDycnO1juVEPrLztb+KMfFwQMPwIIFeieySa6urqjNm8Py5doDr70Ge/bccX8cIZzCrl2os2YBEPXKK2TUq6dvHhsW9dJLpDVogBIbq10/5IyLXFmRdIacTWQkLmPHAhA7fDgXW7Z02sUSisNUuTJnZ8/GVKECHj/8ACtX6h1JCP298QbKTz9hqlyZv2fP5oqcNb2tvAUVuncn4YknwGQi+8knURIT9Y4mhL5iY1GHD0dRVeIee4z4Rx7RO5FNUz08OD9/PjkVK8LevTB/vt6RHEqJO0N79+6lb9++BAQEoCgKW7ZsKfDxMWPGoChKgVu7du3u+L4bN26kadOmuLu707RpUzZv3lzSaOJOTCYYMwYlPp6U++7jypQpeieyC+kNG+b9X7lMn66t7CJKTWqInfv5Z21qCxA9cyZGHx+nXzDhTtLT07n44otk1KqF65Ur2rRCUSZSR+yYqsJTT6FER5NWvz6XXnpJ70R2IaNOHS7lrv6rvvYaHD2qcyLHUeLOUEpKCi1btmRZESts9enTh+jo6Lzbt99+W+R7HjhwgCFDhjBy5Eh+++03Ro4cyeDBgzkoF61b1rJl2mnpihW58NZbqG5ueieyG9eGDsX44IMoaWkwYoR2HZEoFakhdiw5GUaP1hozo0eTJKO5xWaqWJELb76J6uICn30G69frHcmuSR2xYx9/DFu3YnJ15cLs2Zg8PfVOZDdu9O1LwkMPoWRlaW2RtDS9IzkE15K+ICQkhJCQkCKf4+7ujp+fX7Hfc/HixfTq1Yuw3N26w8LC2LNnD4sXL2bdunUljShu5/RpyB19Mc2bR2adOjoHsjMuLkTOmsV9w4ahHD4Mb7wBb76pdyq7JDXEjk2fDn//DbVrw7vvQnS03onsSmrLlsRNnEiN5cvhmWegY0ft/1KUmNQROxUZiTplCgoQM3Ei6Q0b6p3IvigKkTNmUOn333E7eVJr1y1Zoncqu2eVa4Z2796Nj48PDRs25KmnniI2NrbI5x84cIDg4OACj/Xu3Zv9+/cX+pqMjAyMRmOBmyhEdra26lN6OgQHY5owQe9EdinLx4ec3N2xmT0bfv1V30AOTGqIDdqxA1as0O6vWQPe3vrmsVPXJ06ENm20bQ1kU2erkjpiY0wmGDsWxWgkpXlzrppXoxQlklOtGhdnztQOli6V5bYtwOKdoZCQED777DN27tzJO++8w6FDh3jooYeKnFMeExODr69vgcd8fX2JiYkp9DVz5szB29s771ZbRtcKZZo7F379FZOXF1dnzyZHFkwotewnniCtf38wmcgaPZocOUVtcVJDbFBCAmruwitMngw9euibx465enqifvKJttx2eDh89JGsLmcFUkds0IoV8OOPmDw8uPjGG+Ba4slJIldShw5cGzQIAHXCBEhN1TmRfbN4Z2jIkCE88sgjNGvWjL59+/Ldd99x5swZtm3bVuTrlH9ssqWq6i2P5RcWFkZiYmLeLSoqyiL5Hc7p0yi507kip03jiouLrB5XBiaTibOTJpFVtSpup07BvHl6R3I4UkNs0Msvo1y+TFa9epz+17+4IvtclJrBYEBp1Igbzz8PQM7UqShXr+qcyvFIHbExkZGouVP1L0+ZQkbdujoHsn9Xpkwh088P5dw5bdl+UWpWX1rb39+funXrcvbs2UKf4+fnd8vIS2xs7C0jNPm5u7vj5eVV4Cb+QVXh6adRMjNJ7NhRlq60kJxq1fJWv3GZPRv+/FPnRI5NaojO9u2D998H4MqsWaQqiqweZwGxI0aQ2rgxhsREeO45veM4PKkjOlJVmDwZJSWF5Pvv57ps0GwRpkqViHrlFQDURYtk6n4ZWL0zFBcXR1RUFP7+/oU+p3379oSHhxd4bMeOHXTo0MHa8RzbmjXaBn8VK3IpLAyKGN0SJZMQHExi587aii7jxskGaFYkNURHmZnw9NPa/XHjSGvbVt88jsTVlcjXX0c1GOCrr0CWcLYqqSM62rQJvv4ak6srUTNmgItscWkpxk6duBESgmIyaW2RzEy9I9mlEv9EJicnExERQUREBADnz58nIiKCyMhIkpOTmTZtGgcOHODChQvs3r2bvn37UqNGDZ544om89xg1alTeai0Azz//PDt27GDevHmcOnWKefPm8cMPPzB16tQyf4FOKzYWpk0DwPT662QGBOgcyMEoClGvvIJapQr88svNC8vFHUkNsSNvv62d+fTx0e4Li0pr1Ii4ceO0g0mTQC6+LzapI3YiMRE198xn7JgxpN9zj86BHM+ladPIqloV/vhDNmMtpRJ3hg4fPkxQUBBBQUEAhIaGEhQUxGuvvYbBYOD48eM8/vjjNGzYkNGjR9OwYUMOHDhAlSpV8t4jMjKS6HxLsnbo0IH169ezZs0aWrRowdq1a9mwYQMPPvigBb5EJ/XCCxAfD0FBmGQKhlVk+fpieust7eDVV0Hm/ReL1BA7ceZM3uaqLFoEd92lbx4HFffss9CggbZMuXmFKHFHUkfsRFgYSnQ06XXqEGPu+AuLyqlWjcu5g9/qW2/BhQv6BrJDJV7Ko1u3bkWufLN9+/Y7vsfu3btveWzgwIEMHDiwpHHEbeRs347h889RXVyImz2byjI9zmqyxo7F9OGHuB0/TuqUKbh//jkGg0HvWDZNaogdUFXUZ55ByciA3r1h2DC9EzksQ6VKqO++i/Lww9p+IWPHot53X5EX7QupI3bh4EHUlStRgKgZM1Dd3fVO5LDiQ0KovnkzVY4c0QbDZdpticjETUeTlYVL7in9a4MHE+XrK6vHWZFJUTiXOyJT8YsvUH/+WedEQljApk0oO3dicnfn7xdf5Ipsrmo1BoMBJSSElN69ISeH9HHjkG6QsHsmEzz3HIqqEvfooyS3aaN3IsemKFx6+WXtGsQtW+C77/ROZFekM+Ro3nsP5dQpsqpWJeaZZ/RO4xRSmzfner9+ABimTNE2uRXCXqWlwYsvAnBj7FiMNWrI6nHlIPrf/8bk4YHHr7/CunV6xxGibD76CA4dIqdSJa5MmaJ3GqeQfs89XDOfxZ8yBaRuF5t0hhxJbGzenPPoyZPJyTc3WlhX9HPPke3lhfLbb7Bypd5xhCi9+fPh4kWoXZu4p57SO43TyK5ZkxjzxrYvviiLKQj7ZTSi5i5MEfPUU2TXqKFzIOcRPWECWTVqwF9/wYIFesexG9IZciQzZmgrtwQFEff443qncSrZ1aoRPWmSdvDqqxAXp28gIUojMhLmztXuz5+P6umpbx4nEztqFJl16kBMzM3FK4SwN2++iXL1Kul16948UyHKhalyZS6/8AKQu5iCbAJcLNIZchRHjsCqVQDkLFoEchF/ubvevz9qy5aQmAhvvKF3HCFK7t//1qbJdekCsjFiuVMrVOCqeannd9+F8+f1DSRESZ0+jbp4MQCXp01DdXPTN48Tiu/Th+SgIJS0NG1wVtyRdIYcgarC889r/w4fjiobxOnDYCBn3jzt/vLl2tLEQtiLn36CL77QNkR8913ZpFknKV27Qo8e2uaJ+fbAEcIuhIaiZGeT2Lkzxo4d9U7jnBSFy6GhAKiffAJHj+ocyPZJZ8gB5GzaBD//jOrhwdXQUHJycvSO5LSyu3YlvWdPyM4mfepU+V4Iu6CaTNpZIYDx4+H++3XN48xc3dxQ58/XOqMbNsAvvxS5hLQQNmPXLvj2W1RXVy7nLsIi9JF6333cCAlBUVWYNk0bLBeFks6QvcvOxuWVVwC4Onw4VxRFltLWkclk4vzEiagGAx7ffYe6Z4/ekYS4I2XTJjh4EFPFipwdMYIrV67oHclpGQwGlKAgkgYMACB98mRZalvYPpMJpk8H4PqAAWTUqaNzIHFl0iRMFSpondRt2/SOY9NK3Bnau3cvffv2JSAgAEVR2LJlS97HsrKyeOmll2jevDmVKlUiICCAUaNG3fEP69q1a1EU5ZZbenp6ib8gp7N6NcqZM2RXrcrV0aP1TiOA9Pr1uf7EEwC4TJ+u/ZEQeaSG2JisLMg3oJJcubIspW0Drk6eTI6HBx5HjsDGjXrHsTlSR2zMl1/C4cPkVKxIjKxCaROyAgK49uST2sG//63VenFbJe4MpaSk0LJlS5YtW3bLx1JTUzl69Cj/93//x9GjR9m0aRNnzpzhscceu+P7enl5ER0dXeDm4eFR0njOJSUFXn8dgJjx4zFVrqxzIGEWM3EiOZUq4XLkCKxfr3ccmyI1xMZ8+CGcPUv2XXcRO2qU3mlErmxfX2JHjtQOXnpJu4ZI5JE6YkMyM/MGVGJHjSL7rrt0DiTMYv71L7KqVoVTp+C//9U7js1yLekLQkJCCAkJue3HvL29CQ8PL/DY0qVLadu2LZGRkdQp4rSpoij4+fmVNI5zW7QIYmJQAwO5PnCg3mlEPtl33cXV0aMJWL4c/u//YNAgkFV1AKkhNiUpCWbNAuD6s89iqlRJ50Aiv9jRo7l782Zcz53TVguVjbTzSB2xIe+/D+fOkVW9OrEjRuidRuRjqlKFmAkTqP3226hvvIEyejRUrKh3LJtj9WuGEhMTURSFqlWrFvm85ORk6tatS61atXj00Uc5duxYkc/PyMjAaDQWuDmVa9fg7bcByJk1C7VCBZ0DiX+6Nnw4qo8PnDsHa9boHcduSQ2xonfe0TZrvuceEgYN0juN+AdTxYrEPf20dvCf/2jLnotSkTpiJUYjau5WEtFPP41JGto2J27AADICAlBiYuC99/SOY5Os2hlKT0/n5Zdf5sknn8TLy6vQ5zVu3Ji1a9eydetW1q1bh4eHBx07duTs2bOFvmbOnDl4e3vn3WrXrm2NL8F2zZ6tjeq2aoUq+4HYJJOnJ6aXXtIO3nwTZN55iUkNsaJr127uUD57NsiAik1KGDwY6tSBK1e0JftFiUkdsaKFC1GuXye9bl3Z7N1GqW5uxEyYoN2fOxecrcNeDFbrDGVlZTF06FBMJhPL71DA27Vrx4gRI2jZsiWdO3fmiy++oGHDhixdurTQ14SFhZGYmJh3i3KmXXavXIEVK7T7s2dr+4IIm2R66imoXRsuXYKVK/WOY1ekhljZ/PnadYetWmnTOIVNUitUyLs2lLlztUEwUWxSR6zoxg3URYsAiH72WZkKbsNuPPww6fXqody4oV1iIQqwSis6KyuLwYMHc/78ecLDw4scibltKBcX2rRpU+RojLu7O15eXgVuzsI0ezZkZJDZti3RzZrJXja2zMMDU+4O0Dn/+Q8xf/0l369ikBpiXWpMDJgvPJ81SzZYtWGurq6oI0dCw4Zw/TosXiz7DhWT1BErW7gQxWgkrUEDEnr00DuNKIqrK9G51xyq77wDcXE6B7ItFu8MmYvP2bNn+eGHH6hevXqJ30NVVSIiIvD397d0PPt36RLKhx8CcHHsWGKuXpV9hWxczogRpNeujSEuDtOiRfL9ugOpIdanzJ8PaWmktWjBFdlg1aYZDAYUNzdin3sOANP8+Sjx8Tqnsn1SR6wsLg713XcB7VohmaFi+xJ69CC1USOUpCSYN0/vODalxD+9ycnJREREEBERAcD58+eJiIggMjKS7OxsBg4cyOHDh/nss8/IyckhJiaGmJgYMvMtCzpq1CjCwsLyjmfNmsX27ds5d+4cERERjBs3joiICCZOnFj2r9DRzJ6NkplJUqtWJLdpo3caURxubsTk/iz7fPwxJCTom0dnUkN0Fh2dd+3J5aeeIkOWbLYLNx56iNSGDXFJStKmODo5qSM6W7AAJTmZ1MaNSezeXe80ojhcXLTpjIC6bBnExOgcyHaUuDN0+PBhgoKCCAoKAiA0NJSgoCBee+01Ll26xNatW7l06RL3338//v7+ebf9+/fnvUdkZCTR0dF5xwkJCUyYMIEmTZoQHBzM5cuX2bt3L23btrXAl+hAIiPz1omPmThRprbYkfjevUm75x5ck5NxcfKLoKWG6GzePEhPJ/X++0nq0EHvNKK4XFzyprmwbBncuKFvHp1JHdHRtWuouddRRT/9tLRF7IixUydSmjdHSUvTVhMVQCn2GerWrVuR85WLM5d59+7dBY4XLVrEIrmg687eeguysjB1705yq1Z6pxEl4eLC1XHjqPfKK7gsWQKhoVClit6pdCE1REeXL+ct5HF98mRpxNgZY5cupDdujMepU/Duu3l7RDkjqSM6mj8fJSWF1CZNMHbponcaURKKQsxTT3HPlCmoK1agvPQS1KihdyrdySRPe3HhAqxeDYDptdf0zSJKJb5XL9Lr1tVWczGvBihEeZo7FzIyoFMnUuWskP1RFOLMU7befRcSE/XNI5xPbCxq7l410TJDxS4ZO3YktUkTlJQUWVkul3SG7MXbb0N2NvTsidqxo95pRGkYDFwdO1a7/847kJqqbx7hXGJiIHfxFVlBzn4l9eoFTZpoHSHzioBClJdFi1BSU0m57z6MnTrpnUaUhqIQM348gDbdURZkkc6QXYiJyTsrxIwZ+mYRZXKjTx/UevUgNvZmw1SI8rB4sXZWqF07kAue7ZeLy82/A4sWQXKyvnmE80hMRM295vXquHEyoGLHErt2Je3ee7WV5YrYR8tZSGfIDpgWLtT2FWrViuiGDWWfGnvm5kb2tGkA5MydS/T58/L9FFanxsfnrSBHWJg0YuyYq6sr6uDBcO+92l4hK1fKvkOifCxfru0rVL8+iXKtkH1zcSFm3DgA1MWLwWjUN4/OpDNk6xISUHIveI4aMUL2FXIAWU8+SaavL4aYGLI//FC+n8LqlBUrICmJjHvv5coDD+gdR5SBed+h6089BUDOvHko6ek6pxIOLy1NazQDV8eMkX2FHEBCz56k16un7Vvm5Kvcyk+zrVu+HCUpibR77sHYubPeaYQluLtzdfRoAHzWrtWuBRPCWlJTtSlyQPTo0WRkZembR1jE9ZAQMvz9MVy/fnMatRDWsno1SmwsGf7+xPfurXcaYQkGAzG51zGrCxdCWprOgfQjnSFblq8RIyMxjiWuXz+yqlXDPToaZeNGveMIR7Z6NVy7RmbNmtKIcSRubsSOHKndX7gQZLqtsJasrLyNfmNHjQI3N50DCUuJ79OHDH9/lGvX4OOP9Y6jG2ld27LcRoxar540YhyM6uHB9SFDADAsXAgy519YQ75GzI2xY8G1xFvLCRt24/HHyfH2hnPnYNMmveMIR7V+PVy8SNZddxH3+ON6pxGW5OrKteHDtfvvvOO0gyol7gzt3buXvn37EhAQgKIobNmypcDHVVVl5syZBAQE4OnpSbdu3Thx4sQd33fjxo00bdoUd3d3mjZtyubNm0sazbHka8SYQkOlEeOArg0ahMnDA+XYMdi1S+845UZqSDlatw4iI8HHh8T+/fVOIyzM5OlJ/JNPagfz5zvVoIrUkXJiMmn7kwHXnnwS1cND50DC0uL69SPbywvOnoWtW/WOo4sSd4ZSUlJo2bIlywrZ3+Dtt99m4cKFLFu2jEOHDuHn50evXr1ISkoq9D0PHDjAkCFDGDlyJL/99hsjR45k8ODBHDx4sKTxHMcXX+Q1Yky515cIx5JTrRpxjz2mHbz9tr5hypHUkHKiqnkDKrzwgjRiHFT88OHg4QGHDsHevXrHKTdSR8rJt9/Cn3+SU7ky1wYN0juNsAJTxYpcHzhQO3j7bacaVDErcWcoJCSE//znP/S/zSijqqosXryYGTNm0L9/f5o1a8ZHH31Eamoqn3/+eaHvuXjxYnr16kVYWBiNGzcmLCyMHj16sDj3ehmno6raHHCAKVPA01PfPMJqYkeMQHVxge3b4fff9Y5TLqSGlJMffoA//oDKlWHiRL3TCCvJqV4dxozRDsydXycgdaSc5LZFrvfvj6lKFZ3DCGu5NnQoJjc3+OUX+PlnveOUO4teM3T+/HliYmIIDg7Oe8zd3Z2uXbuyf//+Ql934MCBAq8B6N27d5GvycjIwGg0Frg5jJ9+gqNHtdG+p5/WO42wosxatVCfeEI7WLBA3zA2QGqIBZkHVMaOhapVdY0irCw0VNs7ats2KMZUMEcndcRCIiJg1y5Ug4FrQ4fqnUZYUXaNGtx49FHtwIkGVcws2hmKiYkBwNfXt8Djvr6+eR8r7HUlfc2cOXPw9vbOu9WuXbsMyW2L+s47AKQMGkR0VpZsyungsqZOBUBdt46rhw879fdbaohlqCdOwPffaw3k55/XO46wIldXV9R774V8gyrOvgmr1BELWbQI0PajyfLz0zmMsLbYESO0O1u3wqlT+oYpZ1ZZTU75x+7mqqre8lhZXxMWFkZiYmLeLSoqqvSBbclff8HXXwNwsV8/YmJiZFNOB5fzwAMktW6Nkp0NS5bI9xupIWWlvPsuAEk9enBFrhVyaAaDAUVRuJLbkFE/+wyliMa7M5E6UgbR0doCLECsebUx4dAyAgNJ6NZNOzDPLHASFu0M+eWOHPxzFCU2NvaW0ZZ/vq6kr3F3d8fLy6vAzSG8+y6KqpLYqRMZgYF6pxHlxPzHpvqWLZCSom8YHUkNsYBr1+CTTwCIHjqUjIwMnQOJ8mBs0oTkli1RsrLg/ff1jqMrqSMW8N57kJVFVtu2pDZrpncaUU7MbRH1008hLk7nNOXHop2hwMBA/Pz8CA8Pz3ssMzOTPXv20KFDh0Jf1759+wKvAdixY0eRr3FI8fGwZg0gIzHOxtipExm1auGalIRLERf4OjqpIRawciWkp5PWrBkpQUF6pxHlKO+6jpUrwYk7wVJHyig1VfsZAlJl8RWnkvLAA6Q2bIiSlgarVukdp9yUuDOUnJxMREQEERERgHahYkREBJGRkSiKwtSpU5k9ezabN2/mjz/+YMyYMVSsWJEnzXshAKNGjSIsLCzv+Pnnn2fHjh3MmzePU6dOMW/ePH744Qem5l5L4TQ+/BBSUlCbNye5bVu904jyZDBwLXcTVpdlyxx6aUupIVaUkaGN6ALxo0dr1wwJp5Hw0ENk+frC1avw5Zd6x7EqqSNW9Mkn2lmBwEAyQ0L0TiPKk6Jwbdgw7f5770F2tr55ykmJO0OHDx8mKCiIoNwRx9DQUIKCgnjttdcAmD59OlOnTuXZZ5+ldevWXL58mR07dlAl35KMkZGRREdH5x136NCB9evXs2bNGlq0aMHatWvZsGEDDz74YFm/PvuRlQVLlwKQ8/zz0ohxQnGPPUaOpyfKyZOwc6fecaxGaogVrVunNYRr1sTYu7feaUR5c3MjwdyQefddhx5UkTpiJSYTmJcSf/55MBh0jSPKX3yfPmRVrartdekkm7C6lvQF3bp1K3KlGkVRmDlzJjNnziz0Obt3777lsYEDBzLQvOmTM9q8GS5dAl9f1CFDtJ2AhVMxVanCjb59ufuLL2DJEujRQ+9IViE1xEpUVfu5AXjuOXBzc5pRPXFTwqBB3L1iBRw+DAcPQrt2ekeyCqkjVhIerq0k5uWlLcufnq53IlHOVHd34vr3x2/1au1vym328nI0VllNTpTC8uXavxMmgLu7vlmEbvLm/H/9Nfz9t75hhH05eBCOHdP2Jxs/Xu80Qic5d90F5qlguasKClFs5rbImDEgm6w6reuDB6MaDLBnj7bflIOTzpAt+OMP7QfOYNA6Q8JpZdSrh6l3b22UP/faDyGKxfzzMnQoVK+ubxahr+ee0/796iu4fFnfLMJ+XLwI33yj3X/2WX2zCF1l+fiQYJ6dknsJhyOTzpAtMI/EPP441KqlbxahO9OkSdqdVasgOVnfMMI+xMbCF19o980/P8J5BQVB587aNMncVcGEuKOVK7Vrhnr0gEaN9E4jdGZeSEH97DO4fl3nNNYlnSG9GY15e4JII0YAZPfoQXb9+mA0krh0KTk5OXpHErZu9WrIzIQ2baB1a73TCB25urpq19I8/7z2wPvvQ0ZGkdfXCEFGBvz3v9p9aYsIIKVFC1KaNkXJyNBWO3Zg0hnS2yefaKP/jRtD9+56pxE2wATEDBgAQIXVqzFJZ0gUJSfn5ui/NGKcnsFgQFEULrRsqS2zfe0a1z74AEVWKBVF+fJLbfS/Vi3o21fvNMIWKArXc7f84IMPtLOGDko6Q3rKf13Is8/Kctoiz41HHsHk4YHnX3+hHDyodxxhy7Zt0+b633UXDB6sdxphI9Kzs7nerx8AlcyzD4QojLkt8vTT4FrihYaFg4rv1YvsKlXgwgXYsUPvOFYjnSE97dkDJ09CpUowapTeaYQNyfHyIj44GACXDz7QOY2waeZrDseNA09PfbMImxL3xBOoBgMVDx3S/tYIcTtHj8Ivv2jL8ctKlCIf1cODG+YzhQ58/aF0hvRkHokZMQK8vfXNImzO9dy9LpQvv4QbN3ROI2zS2bOwfbt2VnniRL3TCBuT5eNDYpcu2sH77+sbRtgu84DKgAHg56dvFmFzrudO21e//lrbD9MBWbwzVK9ePRRFueU2qZC57Lt3777t80+dOmXpaLblyhVto1WQJSzFbaXedx+pjRtrFy9+9JHeccqV1JFiMo/UhYRA/fr6ZhE2ydyQ4aOPIDVV3zDlSGpIMcXHw+efa/flmkNxGxmBgSS1bo1iMt1cZMPBWLwzdOjQIaKjo/Nu4eHhAAwaNKjI150+fbrA6xo0aGDpaLZl1SrtwueOHaFFC73TCFukKDcbMitXateYOQmpI8WQng5r12r3ZUBFFCKpXTsya9WChISby687AakhxfTJJ5CWBs2ba+0RIW4j7+zQhx9qS/Y7GIt3hu6++278/Pzybt988w333HMPXbt2LfJ1Pj4+BV5nMBgsHc12mExaZwi0ixWFKER8nz6olSvDmTOwe7feccqN1JFi2LxZmz5Zpw706aN3GmGrXFxIMC+s4cBz/v9JakgxqOrNJZMnTJBFnEShEh96iKxq1VCuXLm5Ma8Dseo1Q5mZmXz66aeMHTv2jst6BgUF4e/vT48ePdi1a5c1Y+nvhx+01Z+8vSH3uhAhbsdUqRKmJ5/UDpyoIZOf1JFCmBsxY8eCIzfYRJklPvGEdnH8wYNw7Jjeccqd1JBC/Por/PEHeHjA8OF6pxE2THVz48bjj2sHDtgWsWpnaMuWLSQkJDBmzJhCn+Pv788HH3zAxo0b2bRpE40aNaJHjx7s3bu3yPfOyMjAaDQWuNkN85zLESNk9SdxR6anntLubNoEV6/qG0YH1qojdl1D/voLdu3SRnL/9S+90wgbl1OjBvTvrx044UIK0hYphLktMnAgVKumbxZh866ba8j27XDunL5hLMyqi8mvWrWKkJAQAgICCn1Oo0aNaNSoUd5x+/btiYqKYsGCBXQxr4JzG3PmzGHWrFkWzVsurl2DLVu0++ZGrhBFyGnWDLVVKyocOYJxyRIqvfGGY0/d+Adr1RG7rSFwc5ptnz7aNDkhiuDq6or69NMoGzbAZ5/BggWolSo5zUas0ha5jaQkWLdOuy9tEVEMmbVqYWzfHq8DB7SO9OzZekeyGKudGbp48SI//PAD40uxZn27du04e/Zskc8JCwsjMTEx7xYVFVXaqOXr448hKwtat4aWLfVOI+yAyWQi+pFHAKjw2WeYcnJ0TlR+rFlH7LaGZGXdXDhB9gQRxWAwGFC6dSOrXj1ITub6ypVO0xGStkghNmyAlBRo0AA6d9Y7jbATcU88od356COHWkjBap2hNWvW4OPjwyO5jbiSOHbsGP7+/kU+x93dHS8vrwI3m6eqN09LSyNGlEBCr17keHricfEiyoEDescpN9asI3ZZQwC+/RZiYsDHBx59VO80wl4oCvG5DZmK69frHKb8SFukEPnbIk7SMRZll9i1K1lVq2rbw+zYoXcci7FKZ8hkMrFmzRpGjx6Nq2vBmXhhYWGMGjUq73jx4sVs2bKFs2fPcuLECcLCwti4cSOTJ0+2RjR9/fwznDoFFSvCsGF6pxF2xFSpEgm9egHgYj4r4OCkjhTCvHDCmDFQoYKuUYR9MT7+OKqLCxWPHNFWqHRwUkMKcfy4tpiGqyuMHq13GmFHVDc34h9+WDtYvVrfMBZklc7QDz/8QGRkJGPHjr3lY9HR0URGRuYdZ2ZmMm3aNFq0aEHnzp3Zt28f27Zto7/5Qi1HYh6JGTIE7GX0SNiMuNyVXJQvv4TkZJ3TWJ/Ukdu4dAm++067P26cvlmE3cn29cXYoYN24ASDKlJDCmFuizz2GPj66ptF2B1zW0TdulW7Dt4BWGUBheDgYNRCNohc+48CPH36dKZPn26NGLYl/4Z3crGiKIWU++8nvU4dPCIj4csvHX4VMakjt7FmjbZPWdeu0LCh3mmEHYp7/HG89+3T5vy/8YZ2dsBBSQ25jfR0baNVkLaIKJX0Bg1IadqUSn/+qS3IMnWq3pHKzKpLa4t81q3Tdnlu2hTatdM7jbBHinJznX/zamLCeZhMN6clyDWHopSMXbqQXa2aNud/+3a944jytmkTxMdrq1DmTr0WoqQKtEUKGXCwJ9IZKi/mUahx4+RiRVFqcY8+iuriol1/dvq03nFEedqzBy5c0KbYDhigdxphp1Q3N4x9+2oHDjTnXxTTRx9p/44ZI5s1i1KL79MHk7u7tmnv4cN6xykz6QyVh1OntJ2eDQbZ5VmUSfbdd6P26aMdrFmjbxhRvj7+WPt3yBDZrFmUSYK5M+1Ac/5FMVy+DD/8oN3Pt3iEECWVU6UKCQ89pB04wKCKdIbKg7kR06ePXKwoysxk3kXdwdb5F0VISYGvvtLuy+pPoowyGzaENm20+vHpp3rHEeXl00+16badOsE99+idRti5vIUUPv8cUlN1TlM20hmytpycmxcrSiNGWID68MNw993aXjPmlcWEY9u0SVtB8J57wLwamBBlYV5hzUHm/Is7UNWbA7PSFhEWkNy6NRkBAShGo/Y3yo5JZ8jadu3SlsOtWhXM87SFKIMcg4Hk3OVe095/n5ycHJ0TCaszz/MfNUquORRl5urqijpkCHh4wIkTcPRooauuCQdx5Aj8+af2PR80SO80whG4uHDjsce0++a/UXZKOkPWln+ev4eHvlmEQzCZTFzq3h0A9x07MMXF6ZxIWFVUFOzcqd2Xef7CAgwGA0q1aqT07AmA8b33UKST7djMjdV+/cDbW9cownHcyN2AVf3xR+2aNDslnSFrSkqCjRu1+3JaWlhQWoMGpN17Ly5ZWSh2fnpa3MGnn2pTXLp2hXr19E4jHIi5IVNx61a5/tCRZWZq23uAtEWERWXWqkXy/fejqOrNnzE7ZPHO0MyZM1EUpcDNz8+vyNfs2bOHVq1a4eHhQf369Vm5cqWlY+lj40btorIGDWRvIWFZipLXkHH57DOdw1iW1JB8VPXmiK40YoSFpXTqRFa1arjGxcGOHXrHsSipI/l8+y3ExYG/v+wtJCzO3BbJuz7eDlnlzNB9991HdHR03u348eOFPvf8+fM8/PDDdO7cmWPHjvHKK68wZcoUNprPqNiz/I0YmYIgLCw+JARVUXDZt0/bf8aBSA3J9euv2n5Snp6yt5CwPDc34nv31u7bcUOmMFJHcpnbIiNGyN5CwuISgoMxubnB779rNzvkapU3dXW94wiM2cqVK6lTpw6LFy8GoEmTJhw+fJgFCxYwwJ7/+F+4ALt3a52gkSP1TiMcUJavL8lt2lDl11+1qVSvvqp3JIuRGpLL3Ijp31/bbFUIC4t/5BF81q+HLVvAaHSonzOpI8D167Btm3Zfzi4LK8jx8sLYuTNVd+7UBlXmz9c7UolZ5czQ2bNnCQgIIDAwkKFDh3Lu3LlCn3vgwAGCg4MLPNa7d28OHz5MVlaWNeKVD/PeDd27Q506+mYRDuvGI49odz75xKGWx5UaAmRkwPr12n1pxAgrSW3alIzAQEhPt/vlcf9J6ghaDcnKglat4L779E4jHJS5LaJ+/rm2pYydsXhn6MEHH+Tjjz9m+/btfPjhh8TExNChQwfiClnxKiYmBt9/bETq6+tLdnY2169fL/TzZGRkYDQaC9xsRv71/GX1J2FFCQ89hOrpCWfOwOHDesexCKkhubZtg/h4qFkTzDt9C2FpioLRvDyuA02VkzqSS9oiohwYO3Yk28sL5coVbUsZO2PxzlBISAgDBgygefPm9OzZk225p2c/KmIN8n8u6Wne76CopT7nzJmDt7d33q127doWSG8hR47A2bPaPP/c/WCEsAZTpUqoDtaQkRqS6/PPtX+HDZN5/sKqjOY98Mz74jkAqSNo7ZBDh7T6MXSo3mmEA1MrVCDefGbVDtsiVl9au1KlSjRv3pyzZ8/e9uN+fn7ExMQUeCw2NhZXV1eqV69e6PuGhYWRmJiYd4uKirJo7jIxLy/Yty9UqaJvFuHwTMOHa3fM0yEcjFPWEKMRvvlGu2/+/gphJVk1a0KXLtqsBgdbndLMKeuIeZptz57g46NvFuHw4s1T5TZuhJQUndOUjNU7QxkZGZw8eRJ/f//bfrx9+/aEh4cXeGzHjh20bt0aNze3Qt/X3d0dLy+vAjebkJNzswA9+aS+WYRTUHv2BF9fuHYNtm/XO47FOV0NAdi8WbtmqHFjaNlS7zTCGZgX+nGw6w/NnK6O5O/YSltElIOUFi3IqFULJSVFW5DFjli8MzRt2jT27NnD+fPnOXjwIAMHDsRoNDI69wLgsLAwRuWbuzpx4kQuXrxIaGgoJ0+eZPXq1axatYpp06ZZOlr5+OknuHIFqlaFPn30TiOcQI6ikJw7VS7tww/JscOLF/Nz+hoCN6fIPfmkLMsvrM7V1RV1wABwd4cTJ+C33/KmiNkrp68jERHasvweHtCvn95phDPIt/9h3iJidsLinaFLly4xbNgwGjVqRP/+/alQoQK//PILdevWBSA6OprIyMi85wcGBvLtt9+ye/du7r//ft58802WLFliv0tZmhsx5j8sQliZyWTiUteuAFTYsQNTUpLOicrG6WvI1avw44/a/WHD9M0inILBYECpVo2U7t0BSHz//SKvk7EHTl9HzNP1H33UoZZLF7YtPiQEADU8XFvW3U5YfJ+h9eYpYoVYu3btLY917dqVo0ePWjpK+cvMhK++0u7LaWlRjtKaNCGjVi3cL11C/eYbbXM9O+XUNQTgyy+16bZt2sC99+qdRjiRhD59qPT991TcuhWWL7frs5JOXUdMppudIWmLiHKUUbcuqY0bU/HUKdi4EZ5+Wu9IxWL1a4acyvbt2lK4/v6QO1IvRLlQlLyd5F2++ELnMKJMpBEjdJLcpQs5FSviduUKHDyodxxRWj//rK0K6OUFuSP1QpQXc1uEOwxI2BLpDFmSuREzZIgshSvKnbkAKdu3Q0KCvmFE6Zw/D/v3ayPygwfrnUY4GdXTk0TzQJ4dNWTEP+Sfru/hoW8W4XTie/UCQN2zR7uG3g5IZ8hSUlLgf//T7ss8f6GD9HvvJe2ee1AyM+1uJReRy9wA7d4dAgL0zSKcUt6o7hdf2OVO8k4vK0ubagvSFhG6yAoIILllSxRVvfmzaOOkM2QpW7dCaircc482118IHdjj6WmRj0yREzpLat+eHC8viI7WVkcV9iU8HOLitO0WchfEEKK82VtbRDpDlpJ/t3g7vuhU2LcE8w7QP/yg7Tsk7Mcff8Dx4+DmBv37651GOCnVzY2k3Gku9tKQEfmY2yKDB4OrxdfIEqJYEnr2RHVxgV9+0aZ/2zjpDFnCjRvw/ffafRnRFTrKqFMH0wMPaNNbNm7UO44oCfNZoYcfhmrV9M0inJrRfNH9xo3atCthH1JTb06RlraI0FF2jRokt2qlHdjBok7SGbKEzZshOxtatIAmTfROI5ycar7wXkZ17YeqwoYN2v2hQ/XNIpxe6oMPwt13a/uE7NypdxxRXN9+q12/XK8ePPig3mmEk7OnqXLSGbIE8wVisvqTsAGmgQO1O3v3wuXL+oYRxRMRAX//ra389OijeqcRzs7VFQYN0u7bQUNG5DK3RQYNkun6QncJDz2E6uqq/X07dUrvOEWSzlBZ3bhxc7d48x8PIfRUpw507KidbbCTlVycnvn79PDDULmyvlmEgJtnKDdtgowMfbOIO0tNhW++0e5LW0TYgJyqVTG2a6cdmGc+2CiLd4bmzJlDmzZtqFKlCj4+PvTr14/Tp08X+Zrdu3ejKMott1M23pMEtOW0zVPkGjbUO40QAJhyz1JmfvIJ0dHR5NjRErlOV0Pyd1rNZ/WE0JGrqytqhw5QsyYYjfD996iqqnesEnG6OvL991qHqF49aN1a7zRCABBvXtRp/Xrtb52NsnhnaM+ePUyaNIlffvmF8PBwsrOzCQ4OJiUl5Y6vPX36NNHR0Xm3Bg0aWDqe5eU/LS2Ejcjp3x/VxYUKR49y4+hRTCaT3pGKzelqyO+/w19/gbu7TJETNsFgMKAYDCT26QNA8urVKHY27crp6kj+ARU7+14Jx5XYrRtqhQraNLnjx/WOUyiLr7v4vXlVtVxr1qzBx8eHI0eO0KVLlyJf6+PjQ9WqVS0dyXri47UljEFGdIVt8fUl+YEHqHL4MN47d4J5dMYOOFUNgZuNmJAQqFJF3yxC5BPfsyfeq1bh+eOPkJ6uXdNmJ5yqjqSlwddfa/elLSJsiKlyZdK6dqVieLi2OmWLFnpHui2rXzOUmJgIwF133XXH5wYFBeHv70+PHj3YtWtXkc/NyMjAaDQWuJW7//1PW3a0WTNo3Lj8P78QRUh46CEAqpo77HbKoWtI/ilycnZZ2Jj0Fi3I9PHBkJKibeZpxxy6jnz/vbaKXJ060LZt+X9+IYqQknuGma++0jdIEazaGVJVldDQUDp16kSzZs0KfZ6/vz8ffPABGzduZNOmTTRq1IgePXqwd+/eQl8zZ84cvL298261a9e2xpdQNGnECBuW0KMHAJV//91uV5Vz+Bpy/DicOSNT5IRtcnHJqyP2vG+Zw9cRmSInbFhaz57aZuJ//gknT+od57asuj3x5MmT+f3339m3b1+Rz2vUqBGNGjXKO27fvj1RUVEsWLCg0NPZYWFhhIaG5h0bjcbyLUIJCTdHyqQzJGxQ9t13k9yyJZV/+w2XLVtg6lS9I5WYQ9cQuDlS1rs3eHmV7+cWohgSHnoIn3XrtJkQmZlQoYLekUrMoetIevrNKXLSFhE2yOTlBT17wnffaYMqr76qd6RbWO3M0HPPPcfWrVvZtWsXtWrVKvHr27Vrx9mzZwv9uLu7O15eXgVu5WrrVm2K3H33yUarwmaZR3WVzZt1TlJyDl9DZIqcsAMp999Pdo0a2gDgHaaM2SKHryPbt0NyMtSuLRutCttlvpbNRs8wW7wzpKoqkydPZtOmTezcuZPAwMBSvc+xY8fw9/e3cDoLkkaMsAPm64aUn36Cq1d1TlM8TlNDTpzQVtipUAH69tU7jRC3ZzCQZJ4qZ8Nz/v/JaeqITJET9uDxx8FguLnBuI2x+DS5SZMm8fnnn/O///2PKlWqEBMTA4C3tzeenp6Adlr58uXLfPzxxwAsXryYevXqcd9995GZmcmnn37Kxo0b2WijPUgSE2HHDu2+dIaEDcsKCCDlvvuodOIEbNkCTz+td6Q7cooaAjcbMb17g7e3vlmEKEJS795U27BBqyErVoCrVWfYW4RT1JH0dG2WCkhbRNi26tWhe3dtBeaNG2H6dL0TFWDxM0MrVqwgMTGRbt264e/vn3fbkG/32ejoaCIjI/OOMzMzmTZtGi1atKBz587s27ePbdu20b9/f0vHs4ytW7W5002bajchbFiCnY3qOkUNATm7LOxGaps2WmPm+nUoYjEBW+IUdWTHDkhKglq1ZIqcsH0DBmj/2mBbxOLDO8XZpXrt2rUFjqdPn850G+slFsn8jZT1/IUdSHjoIWouWaLN94+L0xo1Nswpaoh5VR03N5kiJ2yfqyv06werVmmjurnTb22ZU9QRc1tkwABwsfpOKUKUzRNPwLPPwqFDcPEi1K2rd6I88ttTUsnJ2gWLIJ0hYRcy69RBbdECcnK0FaGE/swLWvTqBfa0uaNwXuZR3U2bwGTSN4vQFnCSjVaFPfH1hc6dtfubNumb5R+kM1RS27dDRgbcc4+22aoQdsBknuZhq3PfnY25M/TEE/rmEKK4evTQrm2LiYH9+/VOI/bs0Vb48/GB9u31TiNE8djoqnLSGSqpLVu0f/v1k5VbhN0wmRvd4eHaAiBCP1FRcOSIVj9kipywFxUqwGOPafdtrCHjlMxtkcce01bpEsIemAdm9++HK1f0zZKPdIZKIisLvvlGu9+vn65RhCiRJk20xT7yT60Q+jA3Yjp21KYNCGEv8o/qFuOaHGElJlPBgVkh7EXNmtqZTFW9OUPCBkhnqCTktLSwZ+azQ3LdkL6kESPsVa9eULGidnbz2DG90zivI0fg8mWoXFmbviiEPbHBtoh0hkrC3IuV09LCHpkb399/r+1PIcpfXJw2qALSGRL2x9MT+vTR7ps79aL8mdsiISHg4aFvFiFKyvy3b9cu7QSDDZDOUHGZTDd7sXLRs7BHrVppp6iTk2HnTr3TOKdt27RV/Zo31xZhEcLePP649q8Njeo6HXNHVNoiwh41aKBN3c/Ohu++0zsNIJ2h4jt8+OZpaTvYY0GIWyjKzQugpSGjD1lFTti7Rx7RZkb8/jucP693Gudz+vTNPcoefljvNEKUjo0NqlitM7R8+XICAwPx8PCgVatW/PTTT0U+f8+ePbRq1QoPDw/q16/PypUrrRWtdMwjMQ8/LKelhf0yn57eutXm9wpxuBqSmnpzjzKZIifsVfXqN/cKsZGGTFEcro6Y2yIPPaQtdS6EPTL/Dfz2W227Gp1ZpTO0YcMGpk6dyowZMzh27BidO3cmJCSEyMjI2z7//PnzPPzww3Tu3Jljx47xyiuvMGXKFDba0vKd5hFdacQIe9atG3h5aXuF/Pqr3mkK5ZA1ZMcOSEvTdt2+/3690whReua/gzbeGXLIOiJtEeEI2rQBf39ISoLdu/VOY53O0MKFCxk3bhzjx4+nSZMmLF68mNq1a7NixYrbPn/lypXUqVOHxYsX06RJE8aPH8/YsWNZsGCBNeKV3KlT2k1OSwt7V6GCdtEt2HRDxuFqCMgeZcJxmKe47N2rLQpioxyujly5AgcPavfN3wMh7JGLy8199mxgMRZXS79hZmYmR44c4eWXXy7weHBwMPsL2bX6wIEDBAcHF3isd+/erFq1iqysLNzc3G55TUZGBhn5Tq0l5m4kaTQay/ol3GrDBu3fLl20Row1Pkc+WVlZJCcn5x0bjUarHwPyOR38c+b9HgUHaz/TmzZBWBjWYM6glmIvEoesIdnZ2tRE0P7/rVxDQKsjOTk5ZGZmYjQai30MlPg1ZT2Wz2nbnzMrK6vg78Vdd0GzZvDHH/DVVzBsmMV/fstSQ8BB64i5LdK6NVSqVC51JCkpqcDfEiFKytXV9fa/D8HB8MEHWmdozhytg2Rhxa0jFu8MXb9+nZycHHz/sZmgr68vMTExt31NTEzMbZ+fnZ3N9evX8ff3v+U1c+bMYdasWbc8Xrt27TKkv4Mff5Q5usJxnDlj9Z/npKQkvEv4ORy6hoB2AboQjmLiRO1mJaWpIeDgdeTwYWmLCMcREwPVqln1U9ypjli8M2Sm/GMaiKqqtzx2p+ff7nGzsLAwQkND845NJhM3btygevXqRX4eo9FI7dq1iYqKwsvL645fh17sIadktBx7yFmSjKqqkpSUREBAQKk/n63WEHC875ee7CGnZLSc4ua0RA0B260jjvb90pNktBx7yGmNtojFO0M1atTAYDDcMvISGxt7y4iLmZ+f322f7+rqSvXq1W/7Gnd3d9zd3Qs8VrVq1WLn9PLystlvdH72kFMyWo495CxuxtKM5oL91BBwrO+X3uwhp2S0nOLkLG0NAfupI470/dKbZLQce8hpybaIxSfoVahQgVatWhEeHl7g8fDwcDp06HDb17Rv3/6W5+/YsYPWrVvfdo6uEMJxSQ0RQpSV1BEhRHFZZTW50NBQ/vvf/7J69WpOnjzJCy+8QGRkJBNz5xWHhYUxatSovOdPnDiRixcvEhoaysmTJ1m9ejWrVq1i2rRp1ognhLBxUkOEEGUldUQIURxWuWZoyJAhxMXF8cYbbxAdHU2zZs349ttvqVu3LgDR0dEF1vkPDAzk22+/5YUXXuC9994jICCAJUuWMGDAAItnc3d35/XXX7/ltLatsYecktFy7CFneWa05RoC8v2yJHvIKRktR+qIRr5fliMZLcceclojo6KWdt1KIYQQQgghhLBjVpkmJ4QQQgghhBC2TjpDQgghhBBCCKcknSEhhBBCCCGEU5LOkBBCCCGEEMIpOV1naPny5QQGBuLh4UGrVq346aef9I6UZ86cObRp04YqVarg4+NDv379OH36tN6xijRnzhwURWHq1Kl6R7nF5cuXGTFiBNWrV6dixYrcf//9HDlyRO9YebKzs3n11VcJDAzE09OT+vXr88Ybb2AymXTNtXfvXvr27UtAQACKorBly5YCH1dVlZkzZxIQEICnpyfdunXjxIkT+oTVgS3XEJA6YmlSR0pH6kjRbLmOSA2xLKkhpVOeNcSpOkMbNmxg6tSpzJgxg2PHjtG5c2dCQkIKLK2ppz179jBp0iR++eUXwsPDyc7OJjg4mJSUFL2j3dahQ4f44IMPaNGihd5RbhEfH0/Hjh1xc3Pju+++488//+Sdd94p0c7g1jZv3jxWrlzJsmXLOHnyJG+//Tbz589n6dKluuZKSUmhZcuWLFu27LYff/vtt1m4cCHLli3j0KFD+Pn50atXL5KSkso5afmz9RoCUkcsSepI6UkdKZyt1xGpIZYjNaT0yrWGqE6kbdu26sSJEws81rhxY/Xll1/WKVHRYmNjVUDds2eP3lFukZSUpDZo0EANDw9Xu3btqj7//PN6RyrgpZdeUjt16qR3jCI98sgj6tixYws81r9/f3XEiBE6JboVoG7evDnv2GQyqX5+furcuXPzHktPT1e9vb3VlStX6pCwfNlbDVFVqSNlIXXEMqSOFGRvdURqSOlJDbEMa9cQpzkzlJmZyZEjRwgODi7weHBwMPv379cpVdESExMBuOuuu3ROcqtJkybxyCOP0LNnT72j3NbWrVtp3bo1gwYNwsfHh6CgID788EO9YxXQqVMnfvzxR86cOQPAb7/9xr59+3j44Yd1Tla48+fPExMTU+D3yN3dna5du9rs75Gl2GMNAakjZSF1xDqkjthXHZEaUnpSQ6zD0jXE1ZLhbNn169fJycnB19e3wOO+vr7ExMTolKpwqqoSGhpKp06daNasmd5xCli/fj1Hjhzh8OHDekcp1Llz51ixYgWhoaG88sor/Prrr0yZMgV3d3dGjRqldzwAXnrpJRITE2ncuDEGg4GcnBzeeusthg0bpne0Qpl/V273e3Tx4kU9IpUbe6shIHWkrKSOWIfUEfupI1JDykZqiHVYuoY4TWfITFGUAseqqt7ymC2YPHkyv//+O/v27dM7SgFRUVE8//zz7NixAw8PD73jFMpkMtG6dWtmz54NQFBQECdOnGDFihU2U4A2bNjAp59+yueff859991HREQEU6dOJSAggNGjR+sdr0j28ntkDfb0tUsdKRupI9ZlT79LlmYvX7vUkLKRGmJdlvo9cprOUI0aNTAYDLeMvMTGxt7Ss9Tbc889x9atW9m7dy+1atXSO04BR44cITY2llatWuU9lpOTw969e1m2bBkZGRkYDAYdE2r8/f1p2rRpgceaNGnCxo0bdUp0q3//+9+8/PLLDB06FIDmzZtz8eJF5syZY7MFyM/PD9BGZfz9/fMet8XfI0uzpxoCUkcsQeqIdUgdsY86IjWk7KSGWIela4jTXDNUoUIFWrVqRXh4eIHHw8PD6dChg06pClJVlcmTJ7Np0yZ27txJYGCg3pFu0aNHD44fP05ERETerXXr1gwfPpyIiAibKD4AHTt2vGUp0DNnzlC3bl2dEt0qNTUVF5eCv4IGg0H35SyLEhgYiJ+fX4Hfo8zMTPbs2WMzv0fWYg81BKSOWJLUEeuQOmLbdURqiOVIDbEOi9eQ0q7sYI/Wr1+vurm5qatWrVL//PNPderUqWqlSpXUCxcu6B1NVVVVfeaZZ1Rvb2919+7danR0dN4tNTVV72hFssUVXH799VfV1dVVfeutt9SzZ8+qn332mVqxYkX1008/1TtantGjR6s1a9ZUv/nmG/X8+fPqpk2b1Bo1aqjTp0/XNVdSUpJ67Ngx9dixYyqgLly4UD127Jh68eJFVVVVde7cuaq3t7e6adMm9fjx4+qwYcNUf39/1Wg06pq7PNh6DVFVqSOWJHWk9KSOFM7W64jUEMuRGlJ65VlDnKozpKqq+t5776l169ZVK1SooD7wwAM2tVQkcNvbmjVr9I5WJFssQKqqql9//bXarFkz1d3dXW3cuLH6wQcf6B2pAKPRqD7//PNqnTp1VA8PD7V+/frqjBkz1IyMDF1z7dq167Y/h6NHj1ZVVVvS8vXXX1f9/PxUd3d3tUuXLurx48d1zVyebLmGqKrUEUuTOlI6UkeKZst1RGqIZUkNKZ3yrCGKqqpqyc8nCSGEEEIIIYR9c5prhoQQQgghhBAiP+kMCSGEEEIIIZySdIaEEEIIIYQQTkk6Q0IIIYQQQginJJ0hIYQQQgghhFOSzpAQQgghhBDCKUlnSAghhBBCCOGUpDMkhBBCCCGEcErSGRJCCCGEEEI4JekMCSGEEEIIIZySdIaEEEIIIYQQTkk6Q0IIIYQQQgin9P9q3Z2Iyz7zPwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import  matplotlib.pyplot as plt\n",
    "plt.rcdefaults()\n",
    "\n",
    "x = np.arange(0, 10.01, 0.01)\n",
    "y = -1*(x-2)*(x-8) + 10\n",
    "x2 = np.arange(2.0, 9.1, 0.2)\n",
    "y2 = -1*(x2-2)*(x2-8) + 10\n",
    "\n",
    "fig = plt.figure(figsize=(10, 2))\n",
    "\n",
    "# 填充区域绘制线\n",
    "vax = fig.add_subplot(131)\n",
    "line1 = vax.vlines(x2, ymin=[0], ymax=y2)\n",
    "line1.set_edgecolor(plt.cm.Greys(0.3))\n",
    "line1.set_linewidth(2.3)\n",
    "vax.plot(x, y, c='red')\n",
    "vax.set_ylim(0, 20)\n",
    "vax.set_yticks(np.arange(0, 22.5, 2.5))\n",
    "vax.set_xticks(range(0, 12, 2))\n",
    "\n",
    "# 填充区域绘制长方形\n",
    "ax1 = fig.add_subplot(132)\n",
    "bar = ax1.bar(x2, y2, width=0.2, facecolor=plt.cm.Greys(0.3), edgecolor='white')\n",
    "line2, = ax1.plot(x, y, c='red')\n",
    "ax1.set_ylim(0, 20)\n",
    "ax1.set_yticks(np.arange(0, 22.5, 2.5))\n",
    "ax1.set_xticks(range(0, 12, 2))\n",
    "\n",
    "# 二者的区别在于，前者是画线，调整线宽；后者是画矩形，调整矩形宽度\n",
    "\n",
    "ax2 = fig.add_subplot(133)\n",
    "line2, = ax2.plot(x, y, c='red')\n",
    "poly = ax2.fill_between(x, y, where=((x>=2.0) & (x <=9.0)))\n",
    "poly.set_facecolor(plt.cm.Greys(0.3))\n",
    "ax2.set_ylim(0, 20)\n",
    "ax2.set_yticks(np.arange(0, 22.5, 2.5))\n",
    "ax2.set_xticks(range(0, 12, 2))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 六. 总结\n",
    "\n",
    "再一次了解了 Matplotlib 的绘图核心思路，以前都是简单 `plt.吧啦吧啦` 就完事了。<img src=\"https://www.webfx.com/assets/emoji-cheat-sheet/img/graphics/emojis/joy.png\" style=\"zoom:0.27;\">\n",
    "\n",
    "So~，经过这五天的学习，发现还有另一种绘图方式，并简单看了点 Matplotlib 源码，里面的细节还不是很懂唉。<img src=\"https://www.webfx.com/assets/emoji-cheat-sheet/img/graphics/emojis/eyes.png\" style=\"zoom:0.27;\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考资料\n",
    "\n",
    "1. [第二回：艺术画笔见乾坤](https://datawhalechina.github.io/fantastic-matplotlib/%E7%AC%AC%E4%BA%8C%E5%9B%9E%EF%BC%9A%E8%89%BA%E6%9C%AF%E7%94%BB%E7%AC%94%E8%A7%81%E4%B9%BE%E5%9D%A4/index.html)\n",
    "2. [Matplotlib API Reference](https://matplotlib.org/stable/api/index.html)\n",
    "3. [PaddlePaddle API Reference](https://www.paddlepaddle.org.cn/documentation/docs/zh/api/index_cn.html)"
   ]
  }
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